From c908e96a4dc715e3c53a664963a189dc65d9598c Mon Sep 17 00:00:00 2001 From: Leonardo Ramirez-Lopez Date: Mon, 12 Oct 2020 14:50:34 +0200 Subject: [PATCH] pre-merge come from v2.0 --- DESCRIPTION | 16 +- R/dissimilarity.R | 47 +- R/ortho_projection.R | 218 ++-- R/print.ortho_projection.R | 4 +- README.md | 8 +- man/dissimilarity.Rd | 45 +- tests/testthat/test-mbl.R | 12 +- vignettes/MBL.gif | Bin 0 -> 171326 bytes vignettes/logo.png | Bin 0 -> 710383 bytes vignettes/resemble.Rmd | 1910 ++++++++++++++++++++++++++++++++++++ vignettes/resemble.bib | 208 ++++ 11 files changed, 2301 insertions(+), 167 deletions(-) create mode 100644 vignettes/MBL.gif create mode 100644 vignettes/logo.png create mode 100644 vignettes/resemble.Rmd create mode 100644 vignettes/resemble.bib diff --git a/DESCRIPTION b/DESCRIPTION index 7590453..5055167 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -4,7 +4,7 @@ Title: Regression and Similarity Evaluation for Memory-Based Learning in Spectral Chemometrics Version: 2.0.0 -Date: 2020-09-12 +Date: 2020-10-12 Authors@R: c(person(given = "Leonardo", family = "Ramirez-Lopez", @@ -32,12 +32,6 @@ Authors@R: role = "ctb", comment = c(ORCID = "0000-0001-5695-8064")) ) -Author: Leonardo Ramirez-Lopez [aut, cre], - Antoine Stevens [ctb], - Raphael Viscarra Rossel [ctb], - Craig Lobsey [ctb], - Alex Wadoux [ctb], - Timo Breure [ctb] Maintainer: Leonardo Ramirez-Lopez BugReports: @@ -64,14 +58,20 @@ Suggests: prospectr, parallel, doParallel, - testthat + testthat, + formatR, + bookdown, + rmarkdown, + knitr LinkingTo: Rcpp, RcppArmadillo RdMacros: mathjaxr, lifecycle +VignetteBuilder: knitr NeedsCompilation: yes +LazyData: true Repository: CRAN RoxygenNote: 7.1.1 Encoding: UTF-8 diff --git a/R/dissimilarity.R b/R/dissimilarity.R index 4b6ada0..668a84d 100644 --- a/R/dissimilarity.R +++ b/R/dissimilarity.R @@ -11,7 +11,7 @@ #' dissimilarity(Xr, Xu = NULL, #' diss_method = c("pca", "pca.nipals", "pls", #' "cor", "euclid", "cosine", "sid"), -#' Yr = NULL, gh = FALSE, pc_selection = list("cumvar", 0.99), +#' Yr = NULL, gh = FALSE, pc_selection = list("var", 0.01), #' return_projection = FALSE, ws = NULL, #' center = TRUE, scale = FALSE, documentation = character(), #' ...) @@ -22,33 +22,33 @@ #' @param diss_method a character string indicating the method to be used to #' compute the dissimilarities between observations. Options are: #' \itemize{ -#' \item{\code{"pca"}:}{ Mahalanobis distance +#' \item{\code{"pca"}:}{ Mahalanobis distance #' computed on the matrix of scores of a Principal Component (PC) #' projection of \code{Xr} (and \code{Xu} if provided). PC projection is -#' done using the singlar value decomposition (SVD) algorithm. +#' done using the singular value decomposition (SVD) algorithm. #' See \code{\link{ortho_diss}} function.} #' -#' \item{\code{"pca.nipals"}}{ Mahalanobis distance +#' \item{\code{"pca.nipals"}:}{ Mahalanobis distance #' computed on the matrix of scores of a Principal Component (PC) #' projection of \code{Xr} (and \code{Xu} if provided). PC projection is #' done using the non-linear iterative partial least squares (niapls) #' algorithm. See \code{\link{ortho_diss}} function.} #' -#' \item{\code{"pls"}}{ Mahalanobis distance +#' \item{\code{"pls"}}:{ Mahalanobis distance #' computed on the matrix of scores of a partial least squares projection #' of \code{Xr} (and \code{Xu} if provided). In this case, \code{Yr} is #' always required. See \code{\link{ortho_diss}} function.} #' -#' \item{\code{"cor"}}{ correlation coefficient +#' \item{\code{"cor"}:}{ based on the correlation coefficient #' between observations. See \code{\link{cor_diss}} function.} #' -#' \item{\code{"euclid"}}{ Euclidean distance +#' \item{\code{"euclid"}:}{ Euclidean distance #' between observations. See \code{\link{f_diss}} function.} #' -#' \item{\code{"cosine"}}{ Cosine distance +#' \item{\code{"cosine"}:}{ Cosine distance #' between observations. See \code{\link{f_diss}} function.} #' -#' \item{\code{"sid"}}{ spectral information divergence between +#' \item{\code{"sid"}:}{ spectral information divergence between #' observations. See \code{\link{sid}} function.} #' } #' @param Yr a numeric matrix of `n` observations used as side information of @@ -73,7 +73,7 @@ #' components) and \code{value} (a numerical value that complements the selected #' method). The methods available are: #' \itemize{ -#' \item{\code{"opc"}:} {optimized principal component selection based on +#' \item{\code{"opc"}:} { optimized principal component selection based on #' Ramirez-Lopez et al. (2013a, 2013b). The optimal number of components #' (of set of observations) is the one for which its distance matrix #' minimizes the differences between the \code{Yr} value of each @@ -83,17 +83,17 @@ #' number of principal components to be tested. See the #' \code{\link{ortho_projection}} function for more details.} #' -#' \item{\code{"cumvar"}:}{selection of the principal components based +#' \item{\code{"cumvar"}:}{ selection of the principal components based #' on a given cumulative amount of explained variance. In this case, #' \code{value} must be a value (larger than 0 and below or equal to 1) -#' indicating the maximum amount of cumulative variance that the -#' retained components should explain.} +#' indicating the minimum amount of cumulative variance that the +#' combination of retained components should explain.} #' -#' \item{\code{"var"}:}{selection of the principal components based +#' \item{\code{"var"}:}{ selection of the principal components based #' on a given amount of explained variance. In this case, #' \code{value} must be a value (larger than 0 and below or equal to 1) -#' indicating the minimum amount of variance that a component should -#' explain in order to be retained.} +#' indicating the minimum amount of variance that a single component +#' should explain in order to be retained.} #' #' \item{\code{"manual"}:}{ for manually specifying a fix number of #' principal components. In this case, \code{value} must be a value @@ -101,12 +101,12 @@ #' indicating the minimum amount of variance that a component should #' explain in order to be retained.} #' } -#' The default list passed is \code{list(method = "cumvar", value = 0.99)}. +#' The default list passed is \code{list(method = "var", value = 0.01)}. #' Optionally, the \code{pc_selection} argument admits \code{"opc"} or #' \code{"cumvar"} or \code{"var"} or \code{"manual"} as a single character #' string. In such a case the default \code{"value"} when either \code{"opc"} or #' \code{"manual"} are used is 40. When \code{"cumvar"} is used the default -#' \code{"value"} is set to 0.99 and when \code{"var"} is used the default +#' \code{"value"} is set to 0.99 and when \code{"var"} is used, the default #' \code{"value"} is set to 0.01. #' @param return_projection a logical indicating if the projection(s) must be #' returned. Projections are used if the \code{\link{ortho_diss}} methods are @@ -165,16 +165,15 @@ #' \item{\code{gh}:}{ a list containing the GH distances as well as the #' pls projection used (\code{ortho_projection} object) to compute the GH.} #' } -#' @author Leonardo Ramirez-Lopez +#' @author \href{https://orcid.org/0000-0002-5369-5120}{Leonardo Ramirez-Lopez} #' @examples #' \dontrun{ #' library(prospectr) #' data(NIRsoil) #' -#' # Filter the data using the Savitzky and Golay smoothing filter with -#' # a window size of 11 spectral variables and a polynomial order of 3 -#' # (no differentiation). -#' sg <- savitzkyGolay(NIRsoil$spc, p = 3, w = 11, m = 0) +#' # Filter the data using the first derivative with Savitzky and Golay smoothing +#' filter and a window size of 11 spectral variables and a polynomial order of 4 +#' sg <- savitzkyGolay(NIRsoil$spc, m = 1, p = 4, w = 15) #' #' # Replace the original spectra with the filtered ones #' NIRsoil$spc <- sg @@ -218,7 +217,7 @@ dissimilarity <- function(Xr, ), Yr = NULL, gh = FALSE, - pc_selection = list("cumvar", 0.99), + pc_selection = list("var", 0.01), return_projection = FALSE, ws = NULL, center = TRUE, diff --git a/R/ortho_projection.R b/R/ortho_projection.R index ca16982..94d66f8 100644 --- a/R/ortho_projection.R +++ b/R/ortho_projection.R @@ -12,11 +12,11 @@ #' ortho_projection(Xr, Xu = NULL, #' Yr = NULL, #' method = "pca", -#' pc_selection = list(method = "cumvar", value = 0.99), +#' pc_selection = list(method = "var", value = 0.01), #' center = TRUE, scale = FALSE, ...) #' #' pc_projection(Xr, Xu = NULL, Yr = NULL, -#' pc_selection = list(method = "cumvar", value = 0.99), +#' pc_selection = list(method = "var", value = 0.01), #' center = TRUE, scale = FALSE, #' method = "pca", #' tol = 1e-6, max_iter = 1000, ...) @@ -63,13 +63,13 @@ #' \item{\code{"cumvar"}:}{ selection of the principal components based #' on a given cumulative amount of explained variance. In this case, #' \code{value} must be a value (larger than 0 and below or equal to 1) -#' indicating the maximum amount of cumulative variance that the -#' retained components should explain.} +#' indicating the minimum amount of cumulative variance that the +#' combination of retained components should explain.} #' #' \item{\code{"var"}:}{ selection of the principal components based #' on a given amount of explained variance. In this case, #' \code{value} must be a value (larger than 0 and below or equal to 1) -#' indicating the minimum amount of variance that a component should +#' indicating the minimum amount of variance that a single component should #' explain in order to be retained.} #' #' \item{\code{"manual"}:}{ for manually specifying a fix number of @@ -78,12 +78,12 @@ #' indicating the minimum amount of variance that a component should #' explain in order to be retained.} #' } -#' The default list passed is \code{list(method = "cumvar", value = 0.99)}. +#' The default list passed is \code{list(method = "var", value = 0.01)}. #' Optionally, the \code{pc_selection} argument admits \code{"opc"} or #' \code{"cumvar"} or \code{"var"} or \code{"manual"} as a single character #' string. In such a case the default \code{"value"} when either \code{"opc"} or #' \code{"manual"} are used is 40. When \code{"cumvar"} is used the default -#' \code{"value"} is set to 0.99 and when \code{"var"} is used the default +#' \code{"value"} is set to 0.99 and when \code{"var"} is used, the default #' \code{"value"} is set to 0.01. #' @param center a logical indicating if the data \code{Xr} (and \code{Xu} if #' specified) must be centered. If \code{Xu} is specified the data is centered @@ -164,8 +164,9 @@ #' onto a "pls" space. This object is only returned if the "pls" algorithm was #' used.} #' \item{\code{variance}}{ a matrix indicating the standard deviation of each -#' component (sd), the cumulative explained variance (cumulative_explained_var) and the -#' variance explained by each single component (explained_var). These values are +#' component (sd), the variance explained by each single component +#' (explained_var) and the cumulative explained variance +#' (cumulative_explained_var). These values are #' computed based on the data used to create the projection matrices. #' For example if the "pls" method was used, then these values are computed #' based only on the data that contains information on \code{Yr} (i.e. the @@ -191,7 +192,7 @@ #' } #' \code{predict.ortho_projection}, returns a matrix of scores proprojected for #' \code{newdtata}. -#' @author Leonardo Ramirez-Lopez +#' @author \href{https://orcid.org/0000-0002-5369-5120}{Leonardo Ramirez-Lopez} #' @references #' Martens, H. (1991). Multivariate calibration. John Wiley & Sons. #' @@ -207,26 +208,33 @@ #' \dontrun{ #' library(prospectr) #' data(NIRsoil) -#' -#' Xu <- NIRsoil$spc[!as.logical(NIRsoil$train), ] -#' Yu <- NIRsoil[!as.logical(NIRsoil$train), "CEC", drop = FALSE] -#' Yr <- NIRsoil[as.logical(NIRsoil$train), "CEC", drop = FALSE] -#' Xr <- NIRsoil$spc[as.logical(NIRsoil$train), ] -#' -#' Xu <- Xu[!is.na(Yu), ] -#' Yu <- Yu[!is.na(Yu), , drop = FALSE] -#' -#' Xr <- Xr[!is.na(Yr), ] -#' Yr <- Yr[!is.na(Yr), , drop = FALSE] +#' +#' # Proprocess the data using detrend plus first derivative with Savitzky and +#' # Golay smoothing filter +#' sg_det <- savitzkyGolay( +#' detrend(NIRsoil$spc, +#' wav = as.numeric(colnames(NIRsoil$spc))), +#' m = 1, +#' p = 1, +#' w = 7 +#' ) +#' NIRsoil$spc_pr <- sg_det +#' +#' # split into training and testing sets +#' test_x <- NIRsoil$spc_pr[NIRsoil$train == 0 & !is.na(NIRsoil$CEC),] +#' test_y <- NIRsoil$CEC[NIRsoil$train == 0 & !is.na(NIRsoil$CEC)] +#' +#' train_y <- NIRsoil$CEC[NIRsoil$train == 1 & !is.na(NIRsoil$CEC)] +#' train_x <- NIRsoil$spc_pr[NIRsoil$train == 1 & !is.na(NIRsoil$CEC),] #' #' # A principal component analysis using 5 components -#' pca_projected <- ortho_projection(Xr, pc_selection = list("manual", 5)) +#' pca_projected <- ortho_projection(train_x, pc_selection = list("manual", 5)) #' pca_projected #' #' # A principal components projection using the "opc" method #' # for the selection of the optimal number of components #' pca_projected_2 <- ortho_projection( -#' Xr, Xu, Yr, +#' Xr = train_x, Xu = test_x, Yr, #' method = "pca", #' pc_selection = list("opc", 40) #' ) @@ -236,7 +244,7 @@ #' # A partial least squares projection using the "opc" method #' # for the selection of the optimal number of components #' pls_projected <- ortho_projection( -#' Xr, Xu, Yr, +#' Xr = train_x, Xu = test_x, Yr, #' method = "pls", #' pc_selection = list("opc", 40) #' ) @@ -246,7 +254,7 @@ #' # A partial least squares projection using the "cumvar" method #' # for the selection of the optimal number of components #' pls_projected_2 <- ortho_projection( -#' Xr = Xr, Yr = Yr, Xu = Xu, +#' Xr = train_x, Yr = train_y, Xu = test_x, #' method = "pls", #' pc_selection = list("cumvar", 0.99) #' ) @@ -318,11 +326,14 @@ ortho_projection <- function(Xr, Xu = NULL, Yr = NULL, method = "pca", - pc_selection = list(method = "cumvar", value = 0.99), + pc_selection = list(method = "var", value = 0.01), center = TRUE, scale = FALSE, ...) { method <- match.arg(method, c("pls", "pca", "pca.nipals")) - + if (method == "pls") { + if (missing(Yr)) { + stop("'Yr' is missing for pls method") + } if (!is.numeric(as.matrix(Yr))) { stop("When pls projection is used, 'Yr' must be numeric") } @@ -338,10 +349,10 @@ ortho_projection <- function(Xr, Xu = NULL, center = center, scale = scale, method = method, ... ) } - + proj$method <- mthd class(proj) <- c("ortho_projection", "list") - + proj } @@ -353,23 +364,23 @@ ortho_projection <- function(Xr, Xu = NULL, #' @importFrom stats quantile complete.cases diffinv #' @export pc_projection pc_projection <- function(Xr, Xu = NULL, Yr = NULL, - pc_selection = list(method = "cumvar", value = 0.99), + pc_selection = list(method = "var", value = 0.01), center = TRUE, scale = FALSE, method = "pca", tol = 1e-6, max_iter = 1000, ...) { pc_selection_method <- pc_selection[[1]] match.arg(pc_selection_method, c("opc", "var", "cumvar", "manual")) - + match.arg(method, c("pca", "pca.nipals")) - + if (!is.logical(center)) { stop("'center' must be logical") } - + if (!is.logical(scale)) { stop("'scale' must be logical") } - + if (!is.null(Yr)) { Yr <- as.matrix(Yr) # if (!is.matrix(Yr)) { @@ -384,13 +395,13 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, } ny <- ncol(Yr) - + if (!is.null(Xu)) { if (ncol(Xr) != ncol(Xu)) { stop("Number of columns in 'Xr' and 'Xu' do not match") } } - + effective_rows_xr <- nrow(Xr) n_cols_xr <- ncol(Xr) # here ifelse is preferred over if_else as the later returns an error @@ -407,9 +418,9 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, ) pc_selection <- dparam$pc_selection_checked max_comp <- dparam$max_comp - + pc_selection_copy <- pc_selection - + # center if (center) { mean_vector <- colMeans(Xr) @@ -418,14 +429,14 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, mean_vector <- rep(0, ncol(Xr)) X0 <- Xr } - + if (scale) { sd_vector <- get_column_sds(X0) X0 <- sweep(x = X0, MARGIN = 2, FUN = "/", STATS = sd_vector) } else { sd_vector <- rep(1, ncol(X0)) } - + if (method == "pca") { sv_decomposition <- svd(x = X0, nu = max_comp, nv = max_comp) sv_decomposition$d <- sv_decomposition$d[1:max_comp] @@ -437,14 +448,14 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, # Compute the percentage of explained variance for all the PCs ons <- (sv_decomposition$d)^2 / (nrow(X0) - 1) explained_v <- ons / sum(get_column_sds(X0)^2) - cummulative_v <- cumsum(explained_v) + cumulative_v <- cumsum(explained_v) variance <- rbind( sd = as.vector(sdPC), - cumulative_explained_var = cummulative_v, - explained_var = explained_v + explained_var = explained_v, + cumulative_explained_var = cumulative_v ) } - + if (method == "pca.nipals") { nipals_pca <- pca_nipals( X = X0, @@ -456,18 +467,18 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, pcSelmethod = pc_selection_method, pcSelvalue = pc_selection_copy$value ) - + pc_scores <- nipals_pca$pc_scores pc_loadings <- nipals_pca$pc_loadings explained_v <- nipals_pca$pc_variance variance <- rbind( sd = explained_v[1, ], - cumulative_explained_var = explained_v[2, ], - explained_var = explained_v[3, ] + explained_var = explained_v[2, ], + cumulative_explained_var = explained_v[3, ] ) colnames(variance) <- paste0("pc_", 1:ncol(variance)) } - + # assign names colnames(pc_scores) <- paste0("pc_", 1:ncol(pc_scores)) rownames(pc_scores) <- c( @@ -478,7 +489,7 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, ) colnames(pc_loadings) <- colnames(X0) rownames(pc_loadings) <- paste0("pc_", 1:nrow(pc_loadings)) - + if (pc_selection_method == "opc") { if (is.null(Yr) | !is.matrix(Yr)) { stop(paste0( @@ -497,37 +508,40 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, colnames(Yr) <- paste0("Yr_", 1:ny) } results <- eval_multi_pc_diss(pc_scores[, 1:max_comp], - side_info = Yr, - method = "pc", - check_dims = FALSE + side_info = Yr, + method = "pc", + check_dims = FALSE ) selected_pcs <- results$best_pc results <- results$result } - + if (pc_selection_method == "cumvar") { - selected_pcs <- variance[2, ] <= pc_selection_copy$value - selected_pcs <- sum(selected_pcs) + selected_pcs <- variance[3, ] < pc_selection_copy$value + selected_pcs <- sum(selected_pcs) + 1 + if (selected_pcs > ncol(Xr)) { + selected_pcs <- ncol(Xr) + } } - + if (pc_selection_method == "var") { - selected_pcs <- variance[3, ] >= pc_selection_copy$value + selected_pcs <- variance[2, ] >= pc_selection_copy$value selected_pcs <- sum(selected_pcs) } - + if (pc_selection_method == "manual") { selected_pcs <- (1:ncol(pc_scores)) <= pc_selection_copy$value selected_pcs <- sum(selected_pcs) } - + if (pc_selection_method == "opc") { selected_pcs <- sum(selected_pcs) } - + scores_sd <- get_column_sds(pc_scores[, 1:selected_pcs, drop = FALSE]) colnames(scores_sd) <- colnames(pc_scores[, 1:selected_pcs, drop = FALSE]) rownames(scores_sd) <- "sd" - + fresults <- list( scores = pc_scores[, 1:selected_pcs, drop = FALSE], X_loadings = pc_loadings[1:selected_pcs, , drop = FALSE], @@ -543,7 +557,7 @@ pc_projection <- function(Xr, Xu = NULL, Yr = NULL, fresults$opc_evaluation <- results } class(fresults) <- c("ortho_projection", "list") - + fresults } @@ -558,12 +572,12 @@ pls_projection <- function(Xr, Xu = NULL, Yr, scale = FALSE, tol = 1e-6, max_iter = 1000, ...) { pc_selection_method <- pc_selection[[1]] match.arg(pc_selection_method, c("opc", "var", "cumvar", "manual")) - + if (!is.logical(scale)) { stop("'scale' argument must be logical") } - - + + if (missing(Yr)) { stop("'Yr' must be provided") } else { @@ -572,23 +586,23 @@ pls_projection <- function(Xr, Xu = NULL, Yr, stop("'Yr' must be a numeric matrix") } } - + if (!is.null(Xu)) { if (ncol(Xr) != ncol(Xu)) { stop("Number of columns in 'Xr' and 'Xu' do not match") } } - + if (is.null(pc_selection$value)) { pc_selection_value <- pc_selection[[2]] } else { pc_selection_value <- pc_selection$value } - + nas <- rowSums(is.na(Yr)) > 0 - + ny <- ncol(Yr) - + X0 <- Xr Y0 <- Yr non_nas_yr <- 1:nrow(Xr) @@ -608,11 +622,11 @@ pls_projection <- function(Xr, Xu = NULL, Yr, } } } - - + + effective_rows_xr <- nrow(X0) n_cols_xr <- ncol(X0) - + dparam <- check_pc_arguments( n_rows_x = effective_rows_xr, n_cols_x = n_cols_xr, @@ -623,20 +637,20 @@ pls_projection <- function(Xr, Xu = NULL, Yr, ) pc_selection <- dparam$pc_selection_checked max_comp <- dparam$max_comp - + weights <- matrix(NA, max_comp, ncol(X0)) scores <- matrix(NA, nrow(X0), max_comp) X_loadings <- matrix(NA, max_comp, ncol(X0)) Y_loadings <- matrix(NA, max_comp, ny) pls_variance <- matrix(NA, 3, max_comp) - + if (pc_selection_method %in% c("opc", "manual")) { pc_selection$value <- pc_selection_value - 1 cpp_method <- "manual" } else { cpp_method <- pc_selection_method } - + plsp <- opls_for_projection( X = X0, Y = as.matrix(Y0), @@ -648,7 +662,7 @@ pls_projection <- function(Xr, Xu = NULL, Yr, pcSelvalue = pc_selection$value ) max_comp <- plsp$ncomp - + if (pc_selection_method == "opc") { if (is.null(Yr) | !is.matrix(Yr)) { stop(paste0( @@ -667,15 +681,15 @@ pls_projection <- function(Xr, Xu = NULL, Yr, colnames(Y0) <- colnames(Yr) <- paste0("Yr_", 1:ny) } results <- eval_multi_pc_diss(plsp$scores[, 1:max_comp], - side_info = as.matrix(Y0), - method = "pls", - check_dims = FALSE + side_info = as.matrix(Y0), + method = "pls", + check_dims = FALSE ) max_comp <- results$best_pc results <- results$result } - - + + # Select the necessary components pls_variance <- plsp$variance$x_var[, 1:max_comp, drop = FALSE] weights <- plsp$weights[1:max_comp, , drop = FALSE] @@ -683,26 +697,26 @@ pls_projection <- function(Xr, Xu = NULL, Yr, X_loadings <- plsp$X_loadings[1:max_comp, , drop = FALSE] Y_loadings <- plsp$Y_loadings[1:max_comp, , drop = FALSE] plsp$projection_mat <- plsp$projection_mat[, 1:max_comp, drop = FALSE] - + # Give some names... - colnames(X_loadings) <- colnames(X0) + rownames(plsp$projection_mat) <- colnames(X_loadings) <- colnames(X0) rownames(X_loadings) <- colnames(plsp$projection_mat) <- paste0("pls_", 1:max_comp) rownames(Y_loadings) <- rownames(X_loadings) colnames(Y_loadings) <- paste0("Y_pls", 1:ny) rownames(weights) <- rownames(X_loadings) colnames(weights) <- colnames(X_loadings) colnames(pls_variance) <- rownames(X_loadings) - rownames(pls_variance) <- c("sd", "cumulative_explained_var_X", "explained_var_X") - + rownames(pls_variance) <- c("sd", "explained_var_X", "cumulative_explained_var_X") + yex <- plsp$variance$y_var[, 1:max_comp, drop = FALSE] - + colnames(yex) <- rownames(Y_loadings) if (ny > 1) { - rownames(yex) <- paste0("explained_var_", colnames(Yr)) + rownames(yex) <- paste0("cumulative_explained_var_", colnames(Yr)) } else { - rownames(yex) <- "explained_var_Yr" + rownames(yex) <- "cumulative_explained_var_Yr" } - + if (sum(nas) > 0) { scores.a <- matrix(NA, length(c(non_nas_yr, nas_yr)), ncol(scores)) scores.a[nas_yr, ] <- project_opls( @@ -716,11 +730,11 @@ pls_projection <- function(Xr, Xu = NULL, Yr, scores.a[non_nas_yr, ] <- scores scores <- scores.a } - + rownames(scores) <- paste0("Xr_", 1:nrow(scores)) colnames(scores) <- rownames(Y_loadings) - - + + if (!is.null(Xu)) { if (is.vector(Xu)) { Xu <- t(Xu) @@ -733,16 +747,16 @@ pls_projection <- function(Xr, Xu = NULL, Yr, Xcenter = plsp$transf$Xcenter, Xscale = plsp$transf$Xscale ) - + colnames(scores_Xu) <- rownames(Y_loadings) rownames(scores_Xu) <- paste0("Xu_", 1:nrow(Xu)) scores <- rbind(scores, scores_Xu) } - + if (!nrow(plsp$transf$Xscale)) { plsp$transf$Xscale <- matrix(1, 1, length(plsp$transf$Xcenter)) } - + scores_sd <- get_column_sds(scores) colnames(scores_sd) <- colnames(scores) rownames(scores_sd) <- "sd" @@ -764,7 +778,7 @@ pls_projection <- function(Xr, Xu = NULL, Yr, fresults$opc_evaluation <- results } class(fresults) <- c("ortho_projection", "list") - + fresults } @@ -777,14 +791,14 @@ predict.ortho_projection <- function(object, newdata, ...) { if (missing(newdata)) { return(object$scores) } - + nms.org <- colnames(object$X_loadings) nms.nd <- colnames(newdata) - + if (sum(!nms.org %in% nms.nd) != 0) { stop("There are missing variables in new data that are required for the projection") } - + else { if (length(grep("pca", object$method)) != 0) { newdata <- sweep(newdata, MARGIN = 2, FUN = "-", STATS = object$center) @@ -799,10 +813,10 @@ predict.ortho_projection <- function(object, newdata, ...) { Xcenter = object$center, Xscale = object$scale ) - + colnames(predpoj) <- paste0("pls", 1:ncol(predpoj)) rownames(predpoj) <- rownames(newdata) - + return(predpoj) } } diff --git a/R/print.ortho_projection.R b/R/print.ortho_projection.R index 275b694..5a67cc4 100644 --- a/R/print.ortho_projection.R +++ b/R/print.ortho_projection.R @@ -13,14 +13,14 @@ print.ortho_projection <- function(x, ...) { cat("\n", "Method: ", x$method) cat("\n", "Number of components retained: ", x$n_components, "\n") cat(" Number of observations and number of original variables: ", c(nrow(x$scores), ncol(x$X_loadings)), "\n") - + if (any(grepl("Xu", rownames(x$scores)))) { mss <- c("\n", "Explained variance in X {Xr; Xu}: \n") } else { mss <- c("\n", "Explained variance in Xr: \n") } - cat("\n", "Standard deviations, cumulative variance explained, individual variance explained:", "\n") + cat("\n", "Standard deviations, individual explained variance, cumulative explained variance:", "\n") if (x$method == "pls") { cat(mss) print(x$variance$x_var, digits = 3) diff --git a/README.md b/README.md index 975742f..bbd13f7 100644 --- a/README.md +++ b/README.md @@ -2,14 +2,14 @@ [![Travis-CI Build Status](https://travis-ci.org/l-ramirez-lopez/resemble.svg?branch=master)](https://travis-ci.org/l-ramirez-lopez/resemble/) -[![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/resemble)](http://cran.r-project.org/web/packages/resemble) -[![Total_Downloads](http://cranlogs.r-pkg.org/badges/grand-total/resemble)](http://cran.r-project.org/web/packages/resemble) +[![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/resemble)](https://CRAN.R-project.org/package=resemble) +[![Total_Downloads](http://cranlogs.r-pkg.org/badges/grand-total/resemble)](https://CRAN.R-project.org/package=resemble) -_Last update: 12.09.2020_ +_Last update: 12.10.2020_

Think Globally, Fit Locally (Saul and Roweis, 2003)

@@ -18,6 +18,8 @@ The `resemble` package provides high-performing functionality for data-driven modeling (including local modeling), nearest neighbor search and orthogonal projections in spectral data. +Check the package vignette(s)! + ## Core functionality The core functionality of the package can be sumarized into the following diff --git a/man/dissimilarity.Rd b/man/dissimilarity.Rd index 0e1c090..c45ac44 100644 --- a/man/dissimilarity.Rd +++ b/man/dissimilarity.Rd @@ -7,7 +7,7 @@ dissimilarity(Xr, Xu = NULL, diss_method = c("pca", "pca.nipals", "pls", "cor", "euclid", "cosine", "sid"), - Yr = NULL, gh = FALSE, pc_selection = list("cumvar", 0.99), + Yr = NULL, gh = FALSE, pc_selection = list("var", 0.01), return_projection = FALSE, ws = NULL, center = TRUE, scale = FALSE, documentation = character(), ...) @@ -22,33 +22,33 @@ with `p` variables/columns.} \item{diss_method}{a character string indicating the method to be used to compute the dissimilarities between observations. Options are: \itemize{ - \item{\code{"pca"}:}{ Mahalanobis distance + \item{\code{"pca"}:}{ Mahalanobis distance computed on the matrix of scores of a Principal Component (PC) projection of \code{Xr} (and \code{Xu} if provided). PC projection is - done using the singlar value decomposition (SVD) algorithm. + done using the singular value decomposition (SVD) algorithm. See \code{\link{ortho_diss}} function.} - \item{\code{"pca.nipals"}}{ Mahalanobis distance + \item{\code{"pca.nipals"}:}{ Mahalanobis distance computed on the matrix of scores of a Principal Component (PC) projection of \code{Xr} (and \code{Xu} if provided). PC projection is done using the non-linear iterative partial least squares (niapls) algorithm. See \code{\link{ortho_diss}} function.} - \item{\code{"pls"}}{ Mahalanobis distance + \item{\code{"pls"}}:{ Mahalanobis distance computed on the matrix of scores of a partial least squares projection of \code{Xr} (and \code{Xu} if provided). In this case, \code{Yr} is always required. See \code{\link{ortho_diss}} function.} - \item{\code{"cor"}}{ correlation coefficient + \item{\code{"cor"}:}{ based on the correlation coefficient between observations. See \code{\link{cor_diss}} function.} - \item{\code{"euclid"}}{ Euclidean distance + \item{\code{"euclid"}:}{ Euclidean distance between observations. See \code{\link{f_diss}} function.} - \item{\code{"cosine"}}{ Cosine distance + \item{\code{"cosine"}:}{ Cosine distance between observations. See \code{\link{f_diss}} function.} - \item{\code{"sid"}}{ spectral information divergence between + \item{\code{"sid"}:}{ spectral information divergence between observations. See \code{\link{sid}} function.} }} @@ -76,7 +76,7 @@ to be retained. This list must contain two elements in the following order: components) and \code{value} (a numerical value that complements the selected method). The methods available are: \itemize{ - \item{\code{"opc"}:} {optimized principal component selection based on + \item{\code{"opc"}:} { optimized principal component selection based on Ramirez-Lopez et al. (2013a, 2013b). The optimal number of components (of set of observations) is the one for which its distance matrix minimizes the differences between the \code{Yr} value of each @@ -86,17 +86,17 @@ method). The methods available are: number of principal components to be tested. See the \code{\link{ortho_projection}} function for more details.} - \item{\code{"cumvar"}:}{selection of the principal components based + \item{\code{"cumvar"}:}{ selection of the principal components based on a given cumulative amount of explained variance. In this case, \code{value} must be a value (larger than 0 and below or equal to 1) - indicating the maximum amount of cumulative variance that the - retained components should explain.} + indicating the minimum amount of cumulative variance that the + combination of retained components should explain.} - \item{\code{"var"}:}{selection of the principal components based + \item{\code{"var"}:}{ selection of the principal components based on a given amount of explained variance. In this case, \code{value} must be a value (larger than 0 and below or equal to 1) - indicating the minimum amount of variance that a component should - explain in order to be retained.} + indicating the minimum amount of variance that a single component + should explain in order to be retained.} \item{\code{"manual"}:}{ for manually specifying a fix number of principal components. In this case, \code{value} must be a value @@ -104,12 +104,12 @@ method). The methods available are: indicating the minimum amount of variance that a component should explain in order to be retained.} } -The default list passed is \code{list(method = "cumvar", value = 0.99)}. +The default list passed is \code{list(method = "var", value = 0.01)}. Optionally, the \code{pc_selection} argument admits \code{"opc"} or \code{"cumvar"} or \code{"var"} or \code{"manual"} as a single character string. In such a case the default \code{"value"} when either \code{"opc"} or \code{"manual"} are used is 40. When \code{"cumvar"} is used the default -\code{"value"} is set to 0.99 and when \code{"var"} is used the default +\code{"value"} is set to 0.99 and when \code{"var"} is used, the default \code{"value"} is set to 0.01.} \item{return_projection}{a logical indicating if the projection(s) must be @@ -184,10 +184,9 @@ This function is a wrapper for \code{\link{ortho_diss}}, \code{\link{cor_diss}}, library(prospectr) data(NIRsoil) -# Filter the data using the Savitzky and Golay smoothing filter with -# a window size of 11 spectral variables and a polynomial order of 3 -# (no differentiation). -sg <- savitzkyGolay(NIRsoil$spc, p = 3, w = 11, m = 0) +# Filter the data using the first derivative with Savitzky and Golay smoothing +filter and a window size of 11 spectral variables and a polynomial order of 4 +sg <- savitzkyGolay(NIRsoil$spc, m = 1, p = 4, w = 15) # Replace the original spectra with the filtered ones NIRsoil$spc <- sg @@ -218,5 +217,5 @@ dsm_pca <- dissimilarity( \code{\link{sid}}. } \author{ -Leonardo Ramirez-Lopez +\href{https://orcid.org/0000-0002-5369-5120}{Leonardo Ramirez-Lopez} } diff --git a/tests/testthat/test-mbl.R b/tests/testthat/test-mbl.R index 1f5f59b..67280a4 100644 --- a/tests/testthat/test-mbl.R +++ b/tests/testthat/test-mbl.R @@ -18,7 +18,7 @@ test_that("mbl works", { k_test <- seq(25, 35, by = 10) k_diss_test <- 0.1 k_range_test <- c(15, 30) - + ctrl_1 <- mbl_control( validation_type = c("NNv", "local_cv"), number = 4, p = 0.5, @@ -67,7 +67,8 @@ test_that("mbl works", { method = local_fit_wapls(3, 5), control = ctrl_1 ) - + + group_test <- mbl( Xr = Xr, Yr = Yr, Xu = Xu, Yu = Yu, k = k_test, @@ -93,12 +94,12 @@ test_that("mbl works", { expect_true(all(expected_names %in% output_names)) }) -test_that("mbl delivers expected results", { +test_that("mbl delivers expeted results", { skip_on_cran() skip_on_travis() - + require(prospectr) nirdata <- data("NIRsoil", package = "prospectr") - NIRsoil$spc <- prospectr:::savitzkyGolay(NIRsoil$spc, p = 3, w = 11, m = 0) + NIRsoil$spc <- prospectr::savitzkyGolay(NIRsoil$spc, p = 3, w = 11, m = 0) Xu <- NIRsoil$spc[!as.logical(NIRsoil$train), ] Yu <- NIRsoil$CEC[!as.logical(NIRsoil$train)] @@ -196,6 +197,7 @@ test_that("mbl delivers expected results", { .local = TRUE, pre_k = 200 ) + cv_gpr <- c( gpr$validation_results$local_cross_validation$rmse < 1.8, gpr$validation_results$local_cross_validation$rmse > 1.5 diff --git a/vignettes/MBL.gif b/vignettes/MBL.gif new file mode 100644 index 0000000000000000000000000000000000000000..520755a5d3060b8e8fff864d30b00fced3da8c87 GIT binary patch literal 171326 zcmWh!cUThc_eHjV3@4fkas@auO}z(9BWlmkn-nlv)|CGFxg^R#v!2 zR%**^;i#;%(9FzAfBpV{pZh%Tect!nd(S!7bGrw5Yxp3r68Lc)08jvcpb9V~R0)ex zR>i5~)wMQgZY1a!85^2gnpxRcZP{wS1^}#sz@Lz+&fA>U;W!G7vX0*1?&;>`?X|<# z`?og!rLl3Yvy-o%FFk<1rmr6u9Qeb;D0p}9y0Q7ZrNz(|^6t=Gd%{BRQ>kJ5!xHxF zuJiHzOeU{eTOSDDA0EkAw|8ju^^J^pt|uN0KY!;vVh`JCc@C 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zlEXanrCtifXQN%1egRkj$9N?6$6scFUXsX{5Gt%op1%T+L`h+}{XBmYk zsw24}O-%uuvwd^?;=(8Pzu^W=WCh|!8I8u>&!k|Y{2g`w=v#!A6 literal 0 HcmV?d00001 diff --git a/vignettes/resemble.Rmd b/vignettes/resemble.Rmd new file mode 100644 index 0000000..ea1b576 --- /dev/null +++ b/vignettes/resemble.Rmd @@ -0,0 +1,1910 @@ +--- +title: "Modelling complex spectral data with the resemble package" +author: + - name: Leonardo Ramirez-Lopez, Alexandre M.J.-C. Wadoux + email: ramirez.lopez.leo@gmail.com +date: "`r Sys.Date()`" +bibliography: ["resemble.bib"] +biblio-style: "apalike" +link-citations: true +output: + bookdown::html_document2: + theme: united + toc: true + toc_depth: 3 + toc_float: + collapsed: true + smooth_scroll: false + citation_package: natbib +vignette: > + %\VignetteIndexEntry{Modelling complex spectral data with the resemble package} + %\VignetteEncoding{UTF-8} + %\VignetteEngine{knitr::rmarkdown} +editor_options: + chunk_output_type: console +--- + +```{r setup, include = FALSE} +library(formatR) +knitr::opts_chunk$set( + collapse = TRUE, eval.after = "fig.cap" +) +``` + +

Think Globally, Fit Locally [@saul2003think]

+```{r classdiagram, echo = FALSE, out.width = '20%', fig.align = 'right'} +knitr::include_graphics("logo.png") +``` + +# Introduction + +Modeling spectral data has garnered wide interest in the last four decades. +Spectroscopy is the study of the spectral response of a matrix (e.g. soil, +plant material, seeds, etc.) when it interacts with electromagnetic radiation. +This spectral response directly or indirectly relates to a wide range of +compositional characteristics (chemical, physical or biological) of the matrix. +Therefore, it is possible to develop empirical models that can accurately +quantify properties of different matrices. In this respect, quantitative +spectroscopy techniques are usually fast, non-destructive and cost-efficient in +comparison to conventional laboratory methods used in the analyses of these +matrices. This has resulted in the development of comprehensive +spectral databases for several agricultural products comprising large amounts +of observations. The size of such databases increases *de facto* their +complexity. To analyze large and complex spectral data, one must then resort +numerical and statistical tools such as dimensionality reduction, and local +spectroscopic modelling based on spectral dissimilarity concepts. + +The aim of the `resemble` package is to provide tools to efficiently and +accurately extract meaningful quantitative information from large and complex +spectral databases. The package contains functions for dimensionality reduction, +spectral dissimilarity measurements, neighbour search, and local modeling. +The core functionalities of the package include: + +* dimensionality reduction +* computation of dissimilarity measures +* evaluation of dissimilarity matrices +* spectral neighbour search +* fitting and predicting local spectroscopic models + +# Example dataset + +This vignette uses a soil spectroscopic dataset provided in the +[package `prospectr`](https://CRAN.R-project.org/package=prospectr) +package [@stevens2020introduction]. It is a soil spectral library used in the +\sQuote{Chimiometrie 2006} challenge by @pierna2008soil. The library contains +absorbance spectra of dried and sieved 825 soil observations/samples. These +samples originate from agricultural fields collected from all over the Walloon +region in Belgium. The dataset is in a data frame which is organized as follows: + +* __Response variables__: + * ___Nt___ (Total Nitrogen in g/Kg of dry soil): A numerical variable (values + are available for 645 samples and missing for 180 samples). + * ___Ciso___ (Carbon in g/100 g of dry soil): A numerical + variable (values are available for 732 and missing for 93 samples). + * ___CEC___ (Cation Exchange Capacity in meq/100 g of dry soil): A numerical + variable (values are available for 447 and missing for 378 samples). +* __Predictor variables__: The predictor variables are in a matrix embedded in the +data frame, which can be accessed via `NIRSoil$spc`. These variables contain the +absorbance Near-Infrared (NIR) spectra of the samples recorded between the +1100 nm and 2498 nm of the electromagnetic spectrum at 2 nm interval. Each +column name in the matrix of spectra represent a specific wavelength (in nm). +* __Set__: this is a "binary" variable that indicates the 618 samples belong to the +training subset (represented by 1) and the 207 samples that belong to the test +subset (represented by 0). + +Load the necessary packages and data. +```{r libraries, tidy = TRUE, message = FALSE} +library(resemble) +library(prospectr) +library(magrittr) +``` + +The dataset can be loaded into R as follows: +```{r, tidy = FALSE, message = FALSE, results = 'hide'} +data(NIRsoil) +dim(NIRsoil) +str(NIRsoil) +``` + +# Spectra pre-processing +This step aims at improving the signal quality of the spectra for quantitative +analysis. In this respect, the following standard methods are applied using the +package `prospectr` [@stevens2020introduction]: + +1. Resampling from a resolution of 2 nm to a resolution of 5 nm. +2. First derivative using Savitsky-Golay filtering [@Savitzky1964]. + +```{r NIRsoil, tidy = FALSE, message = FALSE} +# obtain a numeric vector of the wavelengths at which spectra is recorded +wavs <- NIRsoil$spc %>% colnames() %>% as.numeric() + +# pre-process the spectra: +# - resample it to a resolution of 6 nm +# - use first order derivative +new_res <- 5 +poly_order <- 1 +window <- 5 +diff_order <- 1 + +NIRsoil$spc_p <- NIRsoil$spc %>% + resample(wav = wavs, new.wav = seq(min(wavs), max(wavs), by = new_res)) %>% + savitzkyGolay(p = poly_order, w = window, m = diff_order) +``` + +Both the raw absorbance spectra and the first derivative spectra are shown in +Figure \ref(fig:plotspectra). The first derivative spectra represents the +explanatory variables that will be used for all the examples throughout this +document. +```{r plotspectra, fig.cap = "Raw spectral absorbance data (top) and first derivative of the absorbance spectra (bottom).", fig.cap.style = "Image Caption", fig.align = "center", fig.width = 8, fig.height = 8, echo = FALSE} +op <- par() +par(mfrow = c(2, 1), mar = c(4,4,1,4)) + +new_wavs <- as.matrix(as.numeric(colnames(NIRsoil$spc_p))) +plot(range(wavs), range(NIRsoil$spc), col = NA, + xlab = "", + ylab = "Absorbance") +rect(par("usr")[1], par("usr")[3], par("usr")[2], par("usr")[4], col = "#EFBF4780") +grid(lty = 1, col = "#E47C4E80") +matlines(x = wavs, y = t(NIRsoil$spc), + lty = 1, col = "#5177A133") + +plot(range(new_wavs), range(NIRsoil$spc_p), col = NA, + xlab = "Wavelengths, nm", + ylab = "1st derivative") +rect(par("usr")[1], par("usr")[3], par("usr")[2], par("usr")[4], col = "#EFBF4780") +grid(lty = 1, col = "#E47C4E80") +matlines(x = new_wavs, y = t(NIRsoil$spc_p), + lty = 1, col = "#5177A133") +``` + +```{r eval = FALSE} +new_wavs <- as.matrix(as.numeric(colnames(NIRsoil$spc_p))) + +matplot(x = wavs, y = t(NIRsoil$spc), + xlab = "Wavelengths, nm", + ylab = "Absorbance", + type = "l", lty = 1, col = "#5177A133") + +matplot(x = new_wavs, y = t(NIRsoil$spc_p), + xlab = "Wavelengths, nm", + ylab = "1st derivative", + type = "l", lty = 1, col = "#5177A133") +``` + +For more explicit examples, the `NIRSoil` data is split into training and +testing subsets: + +```{r} +# training dataset +training <- NIRsoil[NIRsoil$train == 1, ] +testing <- NIRsoil[NIRsoil$train == 0, ] +``` + +Note that in the resemble package we follow the notation provided by +@ramirez2013spectrum, i.e.: + +* __Training observations__: + + * `Xr` stands for the matrix of predictor variables in the reference/training +set (spectral data for calibration). + + * `Yr` stands for the response variable(s) in the reference/training set +(dependent variable for calibration).In the context of this package, `Yr` is +also referred as to "___side information___", which is a variable or set of +variables that are associated to the training observations that can also be used +to support or guide optimization during modeling but that not necessarily are +part of the input of such models. For example, we will see in latter sections +that `Yr` can be used in Principal Component Analysis to help to decide how +many components are optimal. + + +* __Testing observations__: + + * `Xu` stands for the matrix of predictor variables in the unknown/test +set (spectral data for validation/esting). + + * `Yu` stands for the response variable(s) in the unknown/test set (dependent +variable for calibration). + +# Dimensionality reduction +When conducting exploratory analysis of spectral data, we are immediately +burdened with the issue of high dimensionality. It is such that we may be +dealing with (using NIR spectra data as an example) hundreds to thousands of +individual wavelengths for each spectrum. When one wants to investigate patterns +in the data, spectral similarities and differences, or detect spectral outliers, +it is necessary to reduce the dimension of the spectra while retaining important +information. + +Principal component (PC) analysis and Partial Least Squares (PLS) decomposition +methods assume that the meaningful structure the data intrinsically lies on +a lower dimensional space. Both methods attempt to find a projection matrix +that projects or converts the original variables onto a new and less complex +space represented by few variables. These new variables mimic the original +variability across observations. These two methods can be considered as the +standard ones for dimensionality reduction in many fields of spectroscopic +analysis. + +The difference between PC and PLS is that in the first the objective is to +find few new variables (which are orthogonal) that capture as much of the +original data variance while in the latter the objective is to find few new +variables that maximize their variance with respect to a set of one or more +external variables (e.g. response variables or side information variables). + +## Methods +In the `resemble` package PC analysis and PLS decomposition are available +through the `ortho_projection()` function which offers the following algorithms: + +* `"pca"`: the standard method for PC analysis based on the singular value +decomposition algorithm. + +* `"pca.nipals"`: this algorithm uses the non-linear iterative partial +least squares algorithm [NIPALS, @wold1975soft] for the purpose of PC analysis. + +* `"pls"`: Here, PLS decomposition also uses the NIPALS algorithm, but in this +case it makes use of ___side information___, which can be a variable or set of +variables that are associated to the training observations and that are used to +project the data. In this case, the variance between the projected variables and +the ___side information___ variable(s) is maximized. + +The PC analysis of the training spectra can be executed as follows: +```{r, results = 'hide'} +# principal component (pc) analysis with the default +# method (singular value decomposition) +pca_tr <- ortho_projection(Xr = training$spc_p, method = "pca") + +pca_tr +``` + +plot the `ortho_projection` object: + +```{r plotpcsvariance, fig.cap = "Cumulative explained variance of the principal components (left) and individual contribution the the explained variance for each of the components (right).", fig.cap.style = "Image Caption", fig.align = "center", fig.width = 7, fig.height = 3} +plot(pca_tr, col = "#D42B08CC") +``` + +The code above shows that in this dataset, `r pca_tr$n_components` components +are required to explain around `r round(100 * sum(pca_tr$variance[2,]), 0)`% of +the original variance found in the spectra (Figure \@ref(fig:plotpcsvariance)). + +Equivalent results can be obtained by using the NIPALS algorithm: +```{r, results = 'hide'} +# principal component (pc) analysis with the default +# method (singular value decomposition) +pca_nipals_tr <- ortho_projection(Xr = training$spc_p, + method = "pca.nipals") + +pca_nipals_tr +``` + +The advantage of the NIPALS algorithm is that it can be faster than SVD when +only few components are required. + +For a PLS decomposition the `method` argument is set to `"pls"`. In this case, +side information (`Yr`) is required. In the following example, the side +information used is the Total Carbon (`Ciso`): +```{r, results = 'hide', eval = FALSE} +# Partial Least Squares decomposition using +# Total carbon as side information +# (this might take some seconds) +pls_tr <- ortho_projection(Xr = training$spc_p[!is.na(training$Ciso),], + Yr = training$Ciso[!is.na(training$Ciso)], + method = "pls") +pls_tr +``` + +By default the `ortho_projection()` function retains all the first components +that, alone, account for at least 1% of the original variance of data. In +the following section we will see that the function also offers additional +options that might be more convenient for choosing the number of components. + +## Selection of the components/dimensions + +Those options can be specified using the +`pc_selection` argument. The following options are all the ones available for +that purpose: + +### _Single component explained variance-based selection_, `"var"` (default option): +Those components that alone explain more than a given amount of the original +spectral variance are retained. Example: + +```{r, results = 'hide', eval = FALSE} +# This retains components that anlone explain at more than 5% of the original +# variation in training$spc_p +var_sel <- list(method = "var", value = 0.05) +pca_tr_minvar5 <- ortho_projection(Xr = training$spc_p, + method = "pca", + pc_selection = var_sel) + +pca_tr_minvar5 +``` + + +### _Cumulative variance-based selection_, `"cumvar"`: +Only the first components that together explain at least a given amount of the +original variance are retained. Example: +```{r, results = 'hide', eval = FALSE} +# This retains components that together explain at least 95% of the original +# variation in training$spc_p +cumvar_sel <- list(method = "cumvar", value = 0.90) + +pca_tr_cumvar95 <- ortho_projection(Xr = training$spc_p, + method = "pca", + pc_selection = cumvar_sel) + +pca_tr_cumvar95 +``` + +### _Optimal component selection_ `"opc"`: +This is a more sophisticated method in which the selection of the components is +based on the side information concept presented in @ramirez2013spectrum. First +let be $P$ a sequence of retained components (so that $P = 1, 2, ...,k$). At +each iteration, the function computes a dissimilarity matrix retaining $p_i$ +components. The values in this side information variable are compared against +the side information values of their most spectrally similar observations. +The optimal number of components retrieved by the function is the one that +minimizes the root mean squared differences (RMSD) in the case of continuous +variables, or maximizes the kappa index in the case of categorical variables. +The RMSD is calucated as follows: + +\begin{equation} +j(i) = NN(xr_i, Xr^{\{-i\}}) +\end{equation} + +\begin{equation} +RMSD = \sqrt{\frac{1}{m} \sum_{i=1}^m {(y_i - y_{j(i)})^2}} +\end{equation} + +where $j(i) = NN(xr_i, Xr^{\{-i\}})$ represents a function to obtain the index +of the nearest neighbor observation found in $Xr$ (excluding the $i$th +observation) for $xr_i$, $y_i$ is the value of the side variable of the $i$th +observation, $y_{j(i)}$ is the value of the side variable of the nearest +neighbor of the $i$th observation and $m$ is the total number of observations. +Note that for the `"opc"` method `Yr` is required (i.e. the side information of +the observations). Type `help(sim_eval)` in the `R` console to get more details +on how the RMSD and kappa are calculated in the function. + +The rationale behind the `"opc"` method is based on the assumption that the +closer two observations are in terms of their explanatory variables (`Xr`), the +closer they may be in terms of their side information (`Yr`). + + +```{r, results = 'hide'} +# This uses optimal component selection +# variation in training$spc_p +optimal_sel <- list(method = "opc", value = 40) +pca_tr_opc <- ortho_projection(Xr = training$spc_p, + Yr = training$Ciso, + method = "pca", + pc_selection = optimal_sel) +pca_tr_opc +``` +In the example above, `r pca_tr_opc$n_components` components are required to +represent the space in which the overall Total Carbon difference between each +sample and its corresponding nearest neighbor is minimized. The following graph +shows how the RMSD varies as a function of the number of components +(Figure \@ref(fig:pcrmsd)): +```{r pcrmsd, fig.cap = "Root mean squared difference between the samples and their corresponding nearest neighbors (for Total Carbon as side finormation) found by using dissimilarity matrices computed with different number of PCs.", fig.id = "plot_pcs_opc", fig.cap.style = "Image Caption", fig.align = "center", fig.width = 5, fig.height = 4} +plot(pca_tr_opc, col = "#FF1A00CC") +``` + +The following code exemplifies how the RMSD is calculated (only for the `r pca_tr_opc$n_components`th component, Figure \@ref(fig:rmsdscatter)): +```{r rmsdscatter, fig.cap = paste("Comparison between each sample and its corresponding nearest neighbor (in terms of Total Carbon) when ", pca_tr_opc$n_components, "are used for dissimilarity matrix computations."), fig.id = "plot_pcs_opc2", fig.cap.style = "Image Caption", fig.align = "center", fig.width = 4, fig.height = 4} +# compute the dissimilarity matrix using all the retained scores +pc_diss <- f_diss(pca_tr_opc$scores, diss_method = "mahalanobis") +# get the nearest neighbor for each sample +nearest_n <- apply(pc_diss, MARGIN = 1, FUN = function(x) order(x)[2]) +# compute the RMSD +rmsd <- sqrt(mean((training$Ciso - training$Ciso[nearest_n])^2, na.rm = TRUE)) +rmsd +# the RSMD for all the components is already available in +# ...$opc_evaluation +pca_tr_opc$opc_evaluation[pca_tr_opc$n_components, , drop = FALSE] +plot(training$Ciso[nearest_n], + training$Ciso, + ylab = "Ciso of the nearest neighbor, %", xlab = "Ciso, %", + col = "#D19C17CC", pch = 16) +grid() +``` + +### _Manual selection_, `"manual"`: +The user explicitly defines how many components to retrieve. Example: + +```{r, results = 'hide'} +# This uses manual component selection +manual_sel <- list(method = "manual", value = 9) +pca_tr_manual <- ortho_projection(Xr = training$spc_p, + method = "pca", + pc_selection = manual_sel) +pca_tr_manual + +pls_tr_manual <- ortho_projection(Xr = training$spc_p, + Yr = training$Ciso, + method = "pls", + pc_selection = manual_sel) +pls_tr_manual +``` + + +## Using projection/dimension reduction models on new data + +Both PC and PLS methods generate projection matrices that can be used to project +new observations onto the new lower dimensional score space they were built for. +In the case of PC analysis this projection matrix is equivalent to the transposed +matrix of loadings. The `predict` method along with a projection model can be +used to project new data: + +```{r, results = 'hide'} +optimal_sel <- list(method = "opc", value = 40) +pls_tr_opc <- ortho_projection(Xr = training$spc_p, + Yr = training$Ciso, + method = "pls", + pc_selection = optimal_sel, + scale = TRUE) +# the pls projection matrix +pls_tr_opc$projection_mat + +pls_projected <- predict(pls_tr_opc, newdata = testing$spc_p) + +pca_tr_opc <- ortho_projection(Xr = training$spc_p, + Yr = training$Ciso, + method = "pca", + pc_selection = optimal_sel, + scale = TRUE) +# the pca projection matrix +t(pca_tr_opc$X_loadings) + +pca_projected <- predict(pca_tr_opc, newdata = testing$spc_p) +``` + +## Projecting two separate datasets in one single run + +The `ortho_projection` function allows to project two separate datasets in one +run. For example, training and testing data can be passed to the function as +follows: +```{r, results = 'hide', eval = FALSE} +optimal_sel <- list(method = "opc", value = 40) +pca_tr_ts <- ortho_projection(Xr = training$spc_p, + Xu = testing$spc_p, + Yr = training$Ciso, + method = "pca", + pc_selection = optimal_sel, + scale = TRUE) +plot(pca_tr_ts) +``` +In the above code for PC analyisis, `training` and `testing` datasets are pooled +together and then projected. For the `opc` selection method, the dissimilarity +matrices are built only for the `training` data and for the observations with +available side information (Total Carbon). These dissimilarity matrices are used +only to find the optimal number of PCs. Note that `Xr` and `Yr` refer to the +same observations. Also note that the optimal number of PCs might not be the same +as when `testing` is not passed to the `Xu` argument since the PC projection +model is built from different number of observations. + +In the case of PLS, the observations used for projection necessarily have to +have side information available, therefore the missing values in `Yr` are hold +out during the projection model building. For these samples, the final projection +matrix is use to project them into the PLS space. + +```{r, results = 'hide', eval = FALSE} +optimal_sel <- list(method = "opc", value = 40) +pls_tr_ts <- ortho_projection(Xr = training$spc_p, + Xu = testing$spc_p, + Yr = training$Ciso, + method = "pls", + pc_selection = optimal_sel, + scale = TRUE) + +# the same pls projection model can be obtained with: +pls_tr_ts2 <- ortho_projection(Xr = training$spc_p[!is.na(training$Ciso),], + Yr = training$Ciso[!is.na(training$Ciso)], + method = "pls", + pc_selection = optimal_sel, + scale = TRUE) + +identical(pls_tr_ts$projection_mat, pls_tr_ts2$projection_mat) +``` + +## Using more than one variable as side information +The `ortho_projection` function allows to pass more than one variable to `Yr` +(side information): + +```{r, results = 'hide', eval = FALSE} +optimal_sel <- list(method = "opc", value = 40) +pls_multi_yr <- ortho_projection(Xr = training$spc_p, + Xu = testing$spc_p, + Yr = training[, c("Ciso", "Nt", "CEC")], + method = "pls", + pc_selection = optimal_sel, + scale = TRUE) +plot(pls_multi_yr) +``` + +In the above code for PLS projections using multivariate side information, the +PLS2 method (based on the NIPALS algorithm) is used [See wold1983multivariate]. +The optimal component selection (`opc`) also uses the multiple variables passed +to `Yr`, the RMSD is computed for each of the variables. Each RMSD is then +standardized and the final RMSD used for optimization is an average of them. +For the example above, this data can be accessed as follows: + +```{r, results = 'hide', eval = FALSE} +pls_multi_yr$opc_evaluation +``` + +For PC analysis multivariate side information is also allowed for the `opc` +method. Alternatively, a categorical variable can also be used as side +information for the `opc`. In that case, the kappa index is used instead of the +RMSD. + +# Computing dissimilarity matrices +Similarity/dissimilarity measures between objects are often estimated by means +of distance measurements, the closer two objects are to one another, the higher +the similarity between them. Dissimilarity or distance measures are useful for +a number of applications, for example for outlier detection or nearest neighbors +search. + +The `dissimilarity()` function is the main function for measuring dissimilarities +between observations. It is basically a wrapper to other existing dissimilarity +functions wthin the package (see `fdiss()`, `cor_diss()`, `sid()` and +`ortho_diss()`). It allows to compute dissimilarities between: + + * all the observations in a single matrix. + + * observations in a matrix against observations in a second matrix. + +The dissimilarity methods available in `dissimilarity()` are as follows (see +`diss_method` argument): + +* `"pca"`: Mahalanobis distance computed on the matrix of scores of a Principal +Component (PC) projection of `Xr` (and `Xu` if provided). PC projection is done +using the singular value decomposition (SVD) algorithm. Type `help(ortho_diss)` +for more details on the function called by this method. + +* `"pca.nipals"`: Mahalanobis distance computed on the matrix of scores of a +PC projection of `Xr` (and `Xu` if provided). PC projection is done +using the non-linear iterative partial least squares (NIPALS) algorithm. +Type `help(ortho_diss)` in the `R` console for more details on the function +called by this method. + +* `"pls"`: Mahalanobis distance computed on the matrix of scores of a partial +least squares projection of `Xr` (and `Xu` if provided). In this case, `Yr` is +always required. Type `help(ortho_diss)` in the `R` console for more details on +the function called by this method. + +* `"cor"`: correlation dissimilarity which is based on the coefficient between +observations. Type `help(cor_diss)` in the `R` console for more details on the +function called by this method. + +* `"euclid"`: Euclidean distance between observations. Type `help(f_diss)` in +the `R` console for more details on the function called by this method. + +* `"cosine"`: Cosine distance between observations. Type `help(f_diss)` in the +`R` console for more details on the function called by this method. + +* `"sid"`: spectral information divergence between observations. Type +`help(sid)` in the `R` console for more details on the function called by this +method. + +## Dissimilarity measured on orthogonal spaces +In this package, the orthogonal space dissimilarities refer to dissimilarity +measures performed either in the PC space or in the PLS space. + +Since we can assume that the meaningful structure the data lies on a lower +dimensional space, we can also assume that this lower dimensional space is +optimal to measure the dissimilarity between observations [@ramirez2013distance]. + +To measure the dissimilarity between observations ($x_i$ and $x_j$), the +Mahalanobis distance is computed on their corresponding projected score vectors +($t_i$ and $t_j$) found in the matrix of scores ($\mathrm T$): + +$$d(x_i,x_j) = d(t_i,t_j) = \sqrt{\frac{1}{z}\sum(t_i - t_j) C^{-1}(t_i - t_j)'}$$ +where $z$ is the number of components used, $C^{-1}$ is the inverse of the +covariance matrix computed from the matrix of projected variables for all +the observations $\mathrm T$. Since the projected variables are +orthogonal to each other, the resulting $C^{-1}$ would be equivalent to a +diagonal matrix with the variance of each $\mathrm T$ column in its main +diagonal. Therefore, for this case of orthogonal spaces, the Mahalanobis +distance is equivalent to the Euclidean distance applied on the variance-scaled +$\mathrm T$ [@de2000mahalanobis]. + +To compute orthogonal dissimilarities in the `resemble` package, the +`dissimilarity()` function can be used as follows: +```{r, results = 'hide', eval = FALSE} +# For PC dissimilarity using the default settings +pcd <- dissimilarity(Xr = training$spc_p, + diss_method = "pca") +dim(pcd$dissimilarity) + +# For PC dissimilarity using the optimized component selection method +pcd2 <- dissimilarity(Xr = training$spc_p, + diss_method = "pca.nipals", + Yr = training$Ciso, + pc_selection = list("opc", 20), + return_projection = TRUE) +dim(pcd2$dissimilarity) +pcd2$dissimilarity +pcd2$projection # The projection used to compute the dissimilarity matrix + +# For PLS dissimilarity +plsd <- dissimilarity(Xr = training$spc_p, + diss_method = "pls", + Yr = training$Ciso, + pc_selection = list("opc", 20), + return_projection = TRUE) +dim(plsd$dissimilarity) +plsd$dissimilarity +plsd$projection # The projection used to compute the dissimilarity matrix +``` + +To compute the correlation dissimilarity between training and testing +observations: +```{r, results = 'hide', eval = TRUE} +# For PC dissimilarity using the optimized component selection method +pcd_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca.nipals", + Yr = training$Ciso, + pc_selection = list("opc", 20)) +dim(pcd_tr_ts$dissimilarity) + +# For PLS dissimilarity +plsd_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pls", + Yr = training$Ciso, + pc_selection = list("opc", 20)) +dim(plsd_tr_ts$dissimilarity) +``` +In this last two examples, matrices of `r nrow(plsd_tr_ts$dissimilarity)` rows +and `r ncol(plsd_tr_ts$dissimilarity)` columns are retrieved. The rows are the +same as the rows in the training dataset while the columns are the same as the +rows in the testing dataset. The dissimilarity between the $i$th observation in +the training dataset and the $j$th observation in the tetsing dataset is stored +in the $i$th row and the $j$th column of the resulting dissimilarity matrices. + + +### Combine k-nearest neighbors and dissimilarity measures in the orthogonal space + +It is also possible to measure the dissimilarity between observations in a +localized fashion. In this case, first a global dissimilarity matrix is +computed. Then, by using this matrix for each target observation, a given set of +k-nearest neighbors are identified. These neighbors (together with the target +observation) are projected (from the original data space) onto a (local) +orthogonal space (using the same parameters specified in the function). In this +projected space the Mahalanobis distance between the target observation and its +neighbors is recomputed. A missing value is assigned to the observations that do +not belong to this set of neighbors (non-neighbor observations). In this case +the dissimilarity matrix cannot be considered as a distance metric since it does +not necessarily satisfies the symmetry condition for distance matrices +(i.e. given two observations $x_i$ and $x_j$, the local +dissimilarity, $d$, between them is relative since generally +$d(x_i, x_j) \neq d(x_j, x_i)$). + +For computing this type of localized dissimilarity matrix, two arguments need to +be passed to the `dissimilarity()` function: `.local` and `pre_k`. These are +not formal arguments of the function, however, they are passed to +the `ortho_diss` function which is used by the `dissimilarity()` function for +computing the dissimilarities in the orthogonal spaces. + +Here are some two examples on how to perform localized dissimilarity +computations: + +```{r localdiss, eval = TRUE} +# For localized PC dissimilarity using the optimized component selection method +# set the number of neighbors to retain +knn <- 200 +local_pcd_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca", + Yr = training$Ciso, + pc_selection = list("opc", 20), + .local = TRUE, + pre_k = knn) +dim(local_pcd_tr_ts$dissimilarity) + +# For PLS dissimilarity +local_plsd_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pls", + Yr = training$Ciso, + pc_selection = list("opc", 20), + .local = TRUE, + pre_k = knn) +dim(local_plsd_tr_ts$dissimilarity) + +# check the dissimilarity scores between the first two +# observations in the testing dataset and the first 10 +# observations in the training dataset +local_plsd_tr_ts$dissimilarity[1:10, 1:2] + +``` + +## Correlation dissimilarity +Correlation dissimilarity is based on the Pearson's $\rho$ correlation coefficient +between observations. The value of Pearson's $\rho$ varies between -1 and 1. A +correlation of 1 indicates between two observations would indicate that they +might have identical characteristics (i.e. they are can be considered as highly +similar). A value of -1, conversely, would indicate that the two observations +are strongly negatively correlated (i.e. the two observations are highly +dissimilar). The correlation dissimilarity implemented in the package +scales the values between 0 (highest dissimilarity) and 1 (highest similarity). +To measure $d$ between two observations $\mathbf{x}_{i}$ and $\mathbf{x}_{j}$ +based on the correlation dissimilarity the following equation is applied: + +$$d(x_i, x_j) = \frac{1}{2} 1 - \rho(x_i, x_j)$$ + +Note that $d$ cannot be considered as a distance metric since it does not +satisfy the axiom of identity of indiscernibles. Therefore we prefer the use of +the term dissimilarity. + +The following code demonstrates how to compute the coerrelation dissimilarity +between all observations in the training dataset: +```{r, results = 'hide', eval = FALSE} +cd_tr <- dissimilarity(Xr = training$spc_p, diss_method = "cor") +dim(cd_tr$dissimilarity) +cd_tr$dissimilarity +``` + +To compute the correlation dissimilarity between training and testing +observations: +```{r, results = 'hide', eval = TRUE} +cd_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "cor") +dim(cd_tr_ts$dissimilarity) +cd_tr_ts$dissimilarity +``` + +Alternatively, the correlation dissimilarity can be computed using a moving +window. In this respect, a window size term $w$ is introduced to the original +$d$ equation: + +$$d(x_i, x_j; w) = \frac{1}{2 w}\sum_{k=1}^{p-w}1 - \rho(x_{i,\{k:k+w\}}, x_{j,\{k:k+w\}})$$ + +In this case, the correlation dissimilarity is computed by averaging +the moving window correlation measures. The introduction of the window term +increases the computational cost in comparison to the simple correlation +dissimilarity. The moving window correlation dissimilarity can be computed by +setting the `diss_method` argument to `"cor"` and passing a window size value to +the `ws` argument as follows: + +```{r, results = 'hide', eval = FALSE} +# a moving window correlation dissimilarity between training and testing +# using a window size of 19 spectral data points (equivalent to 95 nm) +cd_mw <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "cor", + ws = 19) +cd_mw$dissimilarity +``` + + +## Euclidean dissimilarity + +In the computation of the Euclidean dissimilarity, each feature has equal +significance. Hence, correlated variables which may represent irrelevant +features, may have a disproportional influence on the final dissimilarity +measurement [brereton2003chemometrics]. Therefore, it is not recommended to +use this measure directly on the raw data. To compute the dissimilarity between +two observations/vectors $x_i$ and $x_j$ the package uses the following equation: + +$$d(x_i,x_j) = \sqrt{\frac{1}{p} \sum(x_i - x_j) (x_i - x_j)'}$$ +where $p$ represents the number of variables. + +With the `dissimilarity()` function the Euclidean dissimilarity can be computed +as follows: +```{r, results = 'hide', eval = FALSE} +# compute the dissimilarity between all the training observations +ed <- dissimilarity(Xr = training$spc_p, diss_method = "euclid") +ed$dissimilarity +``` + +The `dist()` function in the `R``stats` package can also be used to compute +Euclidean distances, however the `resemble` implementation tends to be faster +(especially for very large matrices): +```{r, results = 'hide', eval = FALSE} +# compute the dissimilarity between all the training observations +pre_time_resemble <- proc.time() +ed_resemble <- dissimilarity(Xr = training$spc_p, diss_method = "euclid") +post_time_resemble <- proc.time() +post_time_resemble - pre_time_resemble + +pre_time_stats <- proc.time() +ed_stats <- dist(training$spc_p, method = "euclid") +post_time_stats <- proc.time() +post_time_stats - pre_time_stats + +# scale the results of dist() based on the number of input columns +ed_stats_tr <- sqrt((as.matrix(ed_stats)^2)/ncol(training$spc_p)) +ed_stats_tr[1:2, 1:3] + +# compare resemble and R stats results of Euclidean distances +ed_resemble$dissimilarity[1:2, 1:3] +``` +In the above code it can be seen that the results of the `dist()` require +scaling based on the number of input variables. This means that, by default, +the results of the `dist()` tend to increase with the number of input +variables. This is an effect that is already accounted for in the implementation +of `resemble`. + +Another advantage of the Euclidean dissimilarity in `resemble` over the one in +`R` `stats` is that the one in `resemble` allows the computation of the +dissimilarities between observations in two matrices: + +```{r, results = 'hide', eval = FALSE} +# compute the dissimilarity between the training and testing observations +ed_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "euclid") +``` + + +## Cosine dissimilarity +This dissimilarity metric is also known as the "Spectral Angle Mapper" which has +been extensively applied in remote sensing as a tool for unsupervised +classification and spectral similarity analysis. The cosine dissimilarity +between two observations ($x_i$ and $x_j$) is calculated as: + +$$d (x_i, x_j) = cos^{-1} \tfrac{\sum_{k=1}^{d} x_{i,k} x_{j,k} } {\sqrt{\sum_{k=1}^{d} x_{i,k}^2} \sqrt{\sum_{k=1}^{d} x_{j,k}^2}}$$ +where $d$ is the number of variables. + +With the `dissimilarity()` function the Euclidean dissimilarity can be computed +as follows: +```{r, results = 'hide', eval = FALSE} +# compute the dissimilarity between the training and testing observations +cosine_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "cosine") +dim(cosine_tr_ts$dissimilarity) +cosine_tr_ts$dissimilarity +``` + +## Spectral information divergence +The spectral information divergence [SID, @chang2000information] indicates how +dissimilar are two observations based on their probability distributions. To +account for the discrepancy between the distributions of two observations +($x_i$ and $x_j$), the SID method uses the Kullback-Leibler divergence [$kl$, @kullback1951information] measure. Since the $kl$ is a non-symmetric measure, +i.e. $kl (x_i, x_j) \neq kl(x_j, x_i)$, the dissimilarity between $x_i$ and +$x_j$ based on this method is computed as: + +$$d(x_i, x_j) = kl (x_i, x_j) + kl (x_j, x_i)$$ + +The following code can be sued to compute the SID between the training and +testing observations: +```{r, results = 'hide', eval = FALSE} +sid_tr_ts <- dissimilarity(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "sid") +dim(sid_tr_ts$dissimilarity) +sid_tr_ts$dissimilarity +``` +See the `sid()` function in the `resemble` package for more details. + +## Comparing the dissimilarity measures using the nearest neighbor method + +Here the different methods to measure dissimilarity between spectra are +compared in terms of their ability to retrieve observations (first nearest +neighbor or closest observation) with similar Total Carbon ("Ciso"). This +indicates how well the spectral similarity between observations reflect their +compositional similarity. + + +Compute a dissimilarty matrix for `training$spc_p` using the different methods: +```{r, results = 'hide', eval = TRUE} +# PC dissimilarity with default settings (variance-based +# of components) +pcad <- dissimilarity(training$spc_p, diss_method = "pca", scale = TRUE) + +# PLS dissimilarity with default settings (variance-based +# of components) +plsd <- dissimilarity(training$spc_p, diss_method = "pls", Yr = training$Ciso, + scale = TRUE) + +# PC dissimilarity with optimal selection of components +opc_sel <- list("opc", 30) +o_pcad <- dissimilarity(training$spc_p, + diss_method = "pca", + Yr = training$Ciso, + pc_selection = opc_sel, + scale = TRUE) + +# PLS dissimilarity with optimal selection of components +o_plsd <- dissimilarity(training$spc_p, + diss_method = "pls", + Yr = training$Ciso, + pc_selection = opc_sel, + scale = TRUE) + +# Correlation dissimilarity +cd <- dissimilarity(training$spc_p, diss_method = "cor", scale = TRUE) + +# Moving window correlation dissimilarity +mcd <- dissimilarity(training$spc_p, diss_method = "cor", ws = 51, scale = TRUE) + +# Euclidean dissimilarity +ed <- dissimilarity(training$spc_p, diss_method = "euclid", scale = TRUE) + +# Cosine dissimilarity +cosd <- dissimilarity(training$spc_p, diss_method = "cosine", scale = TRUE) + +# Spectral information divergence/dissimilarity +sinfd <- dissimilarity(training$spc_p, diss_method = "sid", scale = TRUE) +``` + + +Use the `sim_eval` function with each dissimilarity matrix to find the closest +observation to each observation and compare them in terms of the `Ciso` +variable: + +```{r, results = 'hide', eval = TRUE} +Ciso <- as.matrix(training$Ciso) +ev <- NULL +ev[["pcad"]] <- sim_eval(pcad$dissimilarity, side_info = Ciso) +ev[["plsd"]] <- sim_eval(plsd$dissimilarity, side_info = Ciso) +ev[["o_pcad"]] <- sim_eval(o_pcad$dissimilarity, side_info = Ciso) +ev[["o_plsd"]] <- sim_eval(o_plsd$dissimilarity, side_info = Ciso) +ev[["cd"]] <- sim_eval(cd$dissimilarity, side_info = Ciso) +ev[["mcd"]] <- sim_eval(mcd$dissimilarity, side_info = Ciso) +ev[["ed"]] <- sim_eval(ed$dissimilarity, side_info = Ciso) +ev[["cosd"]] <- sim_eval(cosd$dissimilarity, side_info = Ciso) +ev[["sinfd"]] <- sim_eval(sinfd$dissimilarity, side_info = Ciso) +``` + + +```{r, results = 'hide', eval = TRUE, echo = FALSE} +fig_cap <- paste("Comparison between observations and their corresponding + nearest neighbor (1-NN)","observation in terms of Tocal Carbon (Ciso). The 1-NNs", + "are retrieved with the", + "following dissimilarity merics:", + "pcad: PC dissimilarity with default settings (variance-based of components);", + "plsd: PLS dissimilarity with default settings (variance-based of components);", + "o_pcad: PC dissimilarity with optimal selection of components;", + "o_plsd: PLS dissimilarity with optimal selection of components;", + "cd: Correlation dissimilarity;", + "mcd: Moving window correlation dissimilarity;", + "ed: Euclidean dissimilarity;", + "sinfd: Spectral information divergence/dissimilarity") +``` +Table \@ref(tab:tcomparisons) and Figure \@ref(fig:pcomparisons) show the +results of the comparisons between the Total Carbon of the observations and the +Total Carbon of their most similar samples (1-NN) according to the dissimilarity +method used. In the example, the spectral dissimilarity matrices that best reflect the +compositions similarity are those built with the +_pls with optimized component selection_ (`o_plsd`) and +_pca with optimized component selection_ (`o_pcad`). + +```{r results = 'hide', eval = TRUE, echo = FALSE} +comparisons <- lapply(names(ev), + FUN = function(x, label) { + irmsd <- round(x[[label]]$eval[1], 2) + ir <- round(x[[label]]$eval[2], 2) + if (label %in% c("o_pcad", "o_plsd")) { + label <- paste0("**", label, "**") + irmsd <- paste0("**", irmsd, "**") + ir <- paste0("**", ir, "**") + } + + data.frame(Measure = label, + RMSD = irmsd, + r = ir) + }, + x = ev) +comparisons +``` + + +```{r eval = FALSE, echo = TRUE} +comparisons <- lapply(names(ev), + FUN = function(x, label) { + irmsd <- x[[label]]$eval[1] + ir <- x[[label]]$eval[2] + data.frame(Measure = label, + RMSD = irmsd, + r = ir) + }, + x = ev) +comparisons +``` + +```{r tcomparisons, eval = TRUE, echo = FALSE} +knitr::kable(do.call("rbind", comparisons), + caption = paste("Root mean squared difference (RMSD)", + "and correlation coefficients", + "for between the observations and their", + "corrresponding closest observations", + "retrieved with the different dissimilarity + methods"), + format = "simple", digits = 2, align = "l", padding = 2) +``` + +```{r eval = FALSE} +op <- par() +par(mfrow = c(3, 3)) +p <- sapply(names(ev), + FUN = function(x, label, labs = c("Ciso (1-NN), %", "Ciso, %")) { + xy <- x[[label]]$first_nn[,2:1] + plot(xy, xlab = labs[1], ylab = labs[2], col = "red") + title(label) + grid() + abline(0, 1) + + }, + x = ev) +``` + +```{r pcomparisons, fig.cap = paste(fig_cap), fig.cap.style = "Image Caption", fig.align = "center", fig.width = 8, fig.height = 8, echo = FALSE} +op <- par() +par(mfrow = c(3, 3), pch = 16, mar = c(4,4,4,4)) +my_cols <- c("#750E3380", + "#C3BC6180", + "#FFE64F80", + "#EFBF4780", + "#E47C4E80", + "#F1A07380", + "#A1CFC480", + "#6B8EB580", + "#5177A180") +names(my_cols) <- sample(names(ev)) +p <- sapply(names(ev), + FUN = function(x, + label, + labs = c("Ciso (1-NN), %", "Ciso, %"), + cols) { + xy <- x[[label]]$first_nn[,2:1] + plot(xy, xlab = labs[1], ylab = labs[2], col = cols[label]) + title(label) + grid(col= "#80808080", lty = 1) + abline(0, 1, col = "#FF1A0080") + + }, + x = ev, + cols = my_cols) +``` + + +```{r, results = 'hide', eval = FALSE} +## reset the graphical parameters +par(op) +``` + +# k-Nearest Neighbors (k-NN) search +In the package, the k-NN search aims at finding in a given reference set of +observations the most spectrally similar observations for another given set of +observations. For an observation, its most similar observations are known as +nearest neighbors and they are usually found by using dissimilairty metrics. + +In the `resemble` package, the k-nearest neighbor search is implemented in the +function `search_neighbors()`. This function uses the `dissimilarity()` function +to compute the dissimilarity matrix that serves in the identification of the +neighbors. These neighbors can be retained in two ways: _i_. by providing a +specific number of neighbors or _ii_. by setting a dissimilarity +threshold ($d_{th}$). + +We encourage readers to go through the section +[where we discuss about dissimilarity measures][Computing dissimilarity matrices], +which serves as the basis for the examples presented in this section. + +## Using a specific number of neighbors +This means that the neighboring observations are retained regardless their +dissimilarity/distance to the target observation. Each target observation for +which its neighbors are to be found ends up with the same neighborhood size +($k$). The problem with this approach is that observations that are in fact +largely dissimilar to the target observation might end up in its neighborhood. +This is because the requirement for building the neighborhood is based on its +size and not on the similarity of the retained observations to the target one. +In the `dissimilarity()` function, the neighborhood size is controlled through +the argument `k`. + +Here is an example that demonstrates how `search_neighbors` can be used to +search in the `training` set the spectral neighbors of the `testing` set: +```{r, results = 'hide', eval = TRUE} +knn_pc <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca.nipals", + k = 50) + +# matrix of neighbors +knn_pc$neighbors + +# matrix of neighbor distances +knn_pc$neighbors_diss + +# the index (in the training set) of the first two closest neighbors found in +# training for the first observation in testing: +knn_pc$neighbors[1:2, 1, drop = FALSE] + +# the distances of the two closest neighbors found in +# training for the first observation in testing: +knn_pc$neighbors_diss[1:2, 1, drop = FALSE] + +# the indices in training that fall in any of the +# neighborhoods of testing +knn_pc$unique_neighbors +``` + +In the above code, `knn_pc$neighbors` is a matrix showing the results of the +neighbors found. This is a matrix of neighbor indices where every column +represents an observarion in the testing set while every row represents the +neighbor index (in descending order). Every entry represents the index of the +neighbor observation in the training set. The `knn_pc$neighbors_diss` matrix +shows the distances corresponding to the neighbors found. For example, for the +first observation in `testing` its closest observation found in `training` +corresponds to the one with index `r knn_pc$neighbors[1]` +(`knn_pc$neighbors[1]`) which has a dissimilarity score of +`r knn_pc$neighbors_diss[1]` (`knn_pc$neighbors_diss[1]`). + +Neighbor search can also be conducted with all the dissimilarity measures +described in previous sections. The neighbors retrieved will then depend on the +approach used. Thus, it is recommended to evaluate carefully what dissimilarity +metric to use before neighbor search. + +Here are other examples of neighbor search based on other dissimilarity +measures: +```{r, results = 'hide', eval = FALSE} +# using PC dissimilarity with optimal selection of components +knn_opc <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca.nipals", + Yr = training$Ciso, + k = 50, + pc_selection = list("opc", 20), + scale = TRUE) + +# using PLS dissimilarity with optimal selection of components +knn_pls <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pls", + Yr = training$Ciso, + k = 50, + pc_selection = list("opc", 20), + scale = TRUE) + +# using correlation dissimilarity +knn_c <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "cor", + k = 50, scale = TRUE) + +# using moving window correlation dissimilarity +knn_mwc <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "cor", + k = 50, + ws = 51, scale = TRUE) +``` + +Another example with localized PC and PLS dissimilarity measures: +```{r, results = 'hide', eval = FALSE} +# using localized PC dissimilarity with optimal selection of components +knn_local_opc <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca.nipals", + Yr = training$Ciso, + k = 50, + pc_selection = list("opc", 20), + scale = TRUE, + .local = TRUE, + pre_k = 250) + +# using localized PLS dissimilarity with optimal selection of components +knn_local_opc <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pls", + Yr = training$Ciso, + k = 50, + pc_selection = list("opc", 20), + scale = TRUE, + .local = TRUE, + pre_k = 250) +``` + +## Using a dissimilarity threshold +Here, the neighboring observations to be retained must have a dissimilarity +score less or equal to a given dissimilarity threshold ($d_{th}$). Therefore, +the neighborhood size of the target observations is not constant. A drawback +with this approach is that choosing a meaningful $d_{th}$ can be difficult, +especially because its value is largely influenced by the dissimilarity method +used. Furthermore, some neighborhoods retrieved by certain thresholds might be +of a very small size or even empty, which constraints any type of analysis +within such neighborhoods. On the other hand, some neighborhood might end up +with large sizes which might include either redundant observations or in some +other cases where $d_{th}$ is too large the complexity in the neighborhood might +be large. In the `dissimilarity()` function, $d_{th}$ is controlled through the +argument `k_diss`. This argument is accompanied by the argument `k_range` which +is used to control the maximum and minimum neighborhood sizes. For example, if +a neighborhood size is below the minimum size $k_{min}$ specified in `k_range`, +the function automatically ignores $d_{th}$ and retrieves the $k_{min}$ closest +observations. Similarly, if the neighborhood size is above the maximum size +$k_{max}$ specified in `k_range` the function automatically ignores $d_{th}$ and +retrieves only a maximum of $k_{max}$ neighbors. + +In the package, we can use `search_neighbors()` to find in the `training` set +the neighbors of the `testing` set which dissimilarity scores are less or equal +to a user-defined threshold: +```{r, results = 'hide', eval = TRUE} +# a dissimilarity threshold +d_th <- 1 + +# the minimum number of observations required in each neighborhood +k_min <- 20 + +# the maximum number of observations allowed in each neighborhood +k_max <- 300 + +dnn_pc <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca.nipals", + k_diss = d_th, + k_range = c(k_min, k_max), + scale = TRUE) + +# matrix of neighbors. The minimum number of indices is 20 (given by k_min) +# and the maximum number of indices is 300 (given by k_max). +# NAs indicate "not a neighbor" +dnn_pc$neighbors + +# this reports how many neighbors were found for each observation in +# testing using the input distance threshold (column n_k) and how +# many were finally selected (column final_n_k) +dnn_pc$k_diss_info + +# matrix of neighbor distances +dnn_pc$neighbors_diss + +# the indices in training that fall in any of the +# neighborhoods of testing +dnn_pc$unique_neighbors +``` + +In the code above, the size of the neighborhoods is not constant, the size +variability can be easily visualize with a histogram on +`dnn_pc$k_diss_info$n_k`. Figure \@ref(fig:knnhist), shows that many +neighborhoods were reset to a size of `r k_min` or to a size of `r k_max`. + +```{r, knnhist, fig.cap = "Histogram of the original neighborhood sizes", fig.cap.style = "Image Caption", fig.align = "center", fig.width = 8, fig.height = 5} +hist(dnn_pc$k_diss_info$final_n_k, + breaks = k_min, + xlab = "Final neighborhood size", + main = "", col = "#EFBF47CC") +``` + +## Spiking the neighborhoods +In the package, spiking refers to forcing specific observations to be included +in the neighborhoods. For example, if we are searching in the `training` set +the neighbors of the `tetsing` set, and if we want to force certain observations +in `training` to be included in the neighborhood of each observation in +`tetsing`, we can use the `spike` argument in `search_neighbors()`. For that, +in this argument we will need to pass the indices of `training` that we will +be forced into the neighborhoods. The following example demonstrates how to do +that: +measures: +```{r, results = 'hide', eval = FALSE} +# the indices of the observations that we want to "invite" to every neighborhood +forced_guests <- c(1, 5, 8, 9) + +# using PC dissimilarity with optimal selection of components +knn_spiked <- search_neighbors(Xr = training$spc_p, + Xu = testing$spc_p, + diss_method = "pca.nipals", + Yr = training$Ciso, + k = 50, + spike = forced_guests, + pc_selection = list("opc", 20)) + +# check the first 8 neighbors found in training for the +# first 2 observations in testing +knn_spiked$neighbors[1:8, 1:2] +``` +The previous code shows that the indices specified in `forced_guests` are always +selected as part of every neighborhood. + +Spiking might be useful when there is a prior knowledge of the similarity +between certain obsevations that cannot be easily pick up by the data. + + +# Regression +## Memory-based learning +Memory-based learning (MBL) describes a family of (non-linear) machine learning +methods designed to deal with complex spectral datasets [@ramirez2013spectrum]. +In MBL, instead of deriving a general or global regression function, a specific +regression model is built for each observation requiring a prediction of a +response. Each model is fitted using the nearest neighbors of the target +observation found in a calibration or reference set. While a global +function may be very complex, MBL can describe the target function as a +collection of less complex local (or locally stable) approximations +[mitchell1997machine]. For example, for predicting the response variable $Y$ of +a set of $m$ observations from their explanatory variables $X$, a set of $m$ +functions are required to be fitted. This can be described as: + +$$\hat{y}_i = \hat{f}_i(x_i;\theta_i) + \varepsilon_{i} \; \forall \; i = \{1, ..., m\}$$ +where $\varepsilon_{i}$ represents a set particular of parameters required to +fit $\hat{f}_i$ (e.g. number of factors in a pls model), and $\varepsilon_{i}$ +the particular uncertainty for the $i$th neighborhood. Therefore, MBL in the +above example can be described broadly as: + +$$\hat{f} = \{\hat{f}_1,...,\hat{f}_m\}$$ +Figure \@ref(fig:mblgif) illustrates the basic steps in MBL for a set of five +observations ($m = 5$). + +```{r mblgif, fig.cap = "Example of the main steps in memory-based learning for predicting a response variable in five different observations based on set of p-dimesnional variables", echo = FALSE, out.width = '65%', fig.align = 'center'} +knitr::include_graphics("MBL.gif") +``` + +There are four basic aspects behind the steps in Figure \@ref(fig:mblgif) that +must be defined for any MBL algorithm: + + 1. ___A dissimilarity metric___: It is required for neighbor search. The + dissimilarity metric used must be capable also to reflect the dissimilarity in + terms of the response variable for which models are to be built. For example, + in (Near-Infrared) spectral dissisimilarity of soil samples must be capable of + reflecting the compositional dissisimilarity between them. Dissimilarity + methods that poorly reflect this general sample dissimilarity are prone to + lead to poor predictive performance. + + + 2. ___How many neighbors to look at?___: It is important to optimize the + neighborhood size to be used for fitting the local models. Neighborhoods which + are too small might be too sensitive to noise and outliers affecting the + robustness of the models[@ramirez2013spectrum]. Small neighborhoods might + also lack of enough variance to properly capture the relationships between + the predictors and the response. On the other hand, large size neighborhoods + might introduce complex non-linear relationships between predictors and + response which migth decrease the accuracy of the models. + + + 3. ___How to use the dissimilarity information___: The dissimilarity information + can be: + - Ignored, this means is only used to retrieve neighbors [e.g. the LOCAL + algorithm, @shenk1997investigation]. + + - Used to weight the training observations according to their + dissimilarity to the target observation [e.g. as in locally weighted PLS + regression, @naes1990locally]. + + - Used as source of additional predictors [@ramirez2013spectrum]. In this + case, the pairwise dissimilarity matrix between all the $k$ neighbors + is also retrieved. This matrix of $k \times k$ dimensions is combined with + the $p$ predictor variables resulting in a final matrix of predictors + (for the neighborhood) of $k \times (k+p)$ dimensions. To predict the + target observation, the preditors used are the $p$ spectral variables in + combination to the vector of distances between the target observation and + its neighbors. In some cases, this approach might lead to an increase on + the predictive performance of the local models. This combined matrix of + predictors can be built as follows: + \begin{equation} + \begin{bmatrix} +0_{1,1} & d_{2,1} & ... & d_{1,k} & x_{1,k+1} & x_{1,k+2} & ...& x_{1,k+p}\\ +d_{1,2} & 0_{2,2} & ... & d_{2,k} & x_{2,k+1} & x_{2,k+2} & ...& x_{2,k+p}\\ +... & ... & ... & ... & ... & ... & ...& ... \\ +d_{k,1} & d_{k,2} & ... & 0_{k,k} & x_{k,k+1} & x_{k,k+2} & ...& x_{k,k+p} +\end{bmatrix} +\end{equation} + where $d_{i,j}$ represents the dissimilarity score between the $i$th + neighbor and the $j$th neighbor. + + 4. ___How to fit with the local points?___: This is given by the regression + method used which is usually a linear one, as the relationships between + the explanatory variables and the response are usually assumed as linear + within the neighborhood. + +In the literature MBL is sometimes referred to as local modeling, nevertheless +local modeling comprises other approaches, for example, cluster–based modeling +and geographical segmentation-based modeling, etc. Hence, MBL can be described +as a type of local modeling [@ramirez2013spectrum]. + +The `mbl()` function in the `resemble` package offers the possibility to build +customized memory-based learners. This can be done by choosing from different +dissimilarity metrics, different methods for neighborhood size optimization, +different ways of using the dissimilarity information and different regression +methods for fitting the models within the neighborhoods. + +We encourage readers to go through the sections corresponding to +[dissimilarity measures][Computing dissimilarity matrices] and +[k-Nearest Neighbors search][k-Nearest Neighbors (k-NN) search] +which serve as the basis for the examples presented in this section. + +The `mbl()` function can be described in regards to the four basic aspects +of the MBL methods (which are described few paragraphs above): + + 1. _The dissimilarity metric_: this is controlled by the `diss_method` + argument of the `mbl()` function. The methods available are the same as the ones + described in the [dissimilarity measures section][Computing dissimilarity matrices]. + + 2. _How many neighbors to look at?_: this can be defined either in the `k` + or in the `k_diss` arguments of the `mbl()` function. These arguments operate + in a similar fashion as their counterparts in the `search_neighbors()` function + described in the [k-Nearest Neighbors search section][k-Nearest Neighbors (k-NN) search]. + However, in `mbl()` a vector of different neighborhood sizes can be passed to `k`, + or a vector of different distance thresholds can be passed to `k_diss`. This + allows to test different values in one run. Here, the `k_diss` argument is + also accompanied by the argument `k_range` which is used to control the + maximum and minimum neighborhood sizes. + + 3. _How to use the dissimilarity information_: this is controlled by the + `diss_usage` argument. If `"none"` is passed, the dissimilarity information is + ignored, if `"weights"` is passed, the dissimilarity information is used to + weight the training observations (using a tricubic function). If `"predictors"` + is passed, the dissimilarity information is used as source of additional + predictors. + + 4. _How to fit with the local points?_: This is controlled by the `method` + argument. For this, a `local_fit` object (which carries the information of + the regression method and its parameters) is used. There are three methods + available: partial least squares (PLS) regression, weighted average partial + least squares regression [WAPLS, @shenk1997investigation] and Gaussian process + regression (GPR) with dot product covariance. The following examples show how + to build such `local_fit` objects: + +```{r, eval = TRUE} +# creates an object with instructions to build PLS models +my_plsr <- local_fit_pls(pls_c = 15) +my_plsr + +# creates an object with instructions to build WAPLS models +my_waplsr <- local_fit_wapls(min_pls_c = 3, max_pls_c = 20) +my_waplsr + +# creates an object with instructions to build GPR models +my_gpr <- local_fit_gpr() +my_gpr +``` + +A function named `mbl_control()` allows to build objects that control internal +validation and some optimization aspects of the `mbl()` function. In +`mbl_control()` two types of validation can be specified using the +`validation_type` argument: + + * Leave-nearest-neighbor-out cross-validation (`"NNv"`): From the group of + neighbors of each target observation, the nearest observation (i.e. the most + similar observation) is excluded and then a local model is fitted using the + remaining neighbors. This model is then used to predict the value of the + response variable of the nearest observation. The set of predicted values in + all the 1-NN observations are finally cross-validated against their + corresponding reference values. + + * Local leave-group-out cross-validation (`"local_cv"`): The group of neighbors + of each observation to be predicted is partitioned into different equal size + subsets. The model fitted with the selected calibration samples is used to + predict the response values of the local validation samples and the local root + mean square error is computed. This process is repeated $m$ times and + the final local error is computed as the average of the local root mean square + errors obtained for all the $m$ iterations. In the `mbl_control()` function + $m$ is controlled by the `numbe` argument and the size of the subsets is + controlled by the `p` argument which indicates the percentage of observations + to be selected from the subset of nearest neighbors. The global error of the + predictions is computed as the average of the local root mean square errors. + +Let's see some examples on who to build objects for controlling the validation +in `mbl`. + +```{r, eval = TRUE} +# create an object with instructions to conduct both validation types +# "NNv" "local_cv" +two_val_control <- mbl_control(validation_type = c("NNv", "local_cv"), + number = 10, + p = 0.75) +``` + +The object `two_val_control` stores the instructions for conducting both types +of validations (`"NNv"` and `"local_cv"`). For `"local_cv"`, the number of groups +is set to `r two_val_control$number` and the percentage of neighbors to build +the local calibration groups is set to `r 100 * two_val_control$p`%. + +Now that we have explained the main components for the `mbl()` let's see how the +`mbl()` function can be used to predict response variables in the `testing` set +by building models with the `training` set. The following MBL configuration +reproduces the LOCAL algorithm [@shenk1997investigation]: + +```{r, results = 'hide', eval = TRUE} +# define the dissimilarity method +my_diss <- "cor" + +# define the neighborhood sizes to test +my_ks <- seq(80, 200, by = 40) + +# define how to use the dissimilarity information (ignore it) +ignore_diss <- "none" + +# define the regression method to be used at each neighborhood +my_waplsr <- local_fit_wapls(min_pls_c = 3, max_pls_c = 20) + +# for the moment use only "NNv" validation (it will be faster) +nnv_val_control <- mbl_control(validation_type = "NNv") + +# predict Total Carbon +# (remove missing values) +local_ciso <- mbl( + Xr = training$spc_p[!is.na(training$Ciso),], + Yr = training$Ciso[!is.na(training$Ciso)], + Xu = testing$spc_p, + k = my_ks, + method = my_waplsr, + diss_method = my_diss, + diss_usage = ignore_diss, + control = nnv_val_control, + scale = TRUE +) +``` + +Now let's explore the `local_ciso` object: + +```{r localresultsciso, fig.cap = "MBL results for Total Carbon predictions using the LOCAL algorithm. NNv: nearest-neighbor cross-validation.", fig.align = "center", fig.width = 8, fig.height = 4.5} +plot(local_ciso, main = "") +local_ciso +``` + +```{r, results = 'hide', eval = TRUE, echo = FALSE} +bestk <- which.min(local_ciso$validation_results$nearest_neighbor_validation$rmse) +bestk <- local_ciso$validation_results$nearest_neighbor_validation$k[bestk] +``` + +According to the results obtained in the above example, the neighborhood size +that minimizes the root mean squared error (RMSE) in nearest neighbor +cross-validation is `r bestk`. Let's get the predictions done for the `testing` +dataset: + +```{r, results = 'hide', eval = TRUE, fig.show = 'hide'} +bki <- which.min(local_ciso$validation_results$nearest_neighbor_validation$rmse) +bk <- local_ciso$validation_results$nearest_neighbor_validation$k[bki] + +# all the prediction results are stored in: +local_ciso$results + +# the get_predictions function makes easier to retrieve the +# predictions from the previous object +ciso_hat <- as.matrix(get_predictions(local_ciso))[, bki] + +# Plot predicted vs reference +plot(ciso_hat, testing$Ciso, + xlim = c(0, 14), + ylim = c(0, 14), + xlab = "Predicted Total Carbon, %", + ylab = "Total Carbon, %", + main = "LOCAL using argument k") +grid() +abline(0, 1, col = "red") +``` + +The prediction root mean squared error is then: + +```{r, eval = TRUE} +# prediction RMSE: +sqrt(mean((ciso_hat - testing$Ciso)^2, na.rm = TRUE)) + +# squared R +cor(ciso_hat, testing$Ciso, use = "complete.obs")^2 +``` + +Similar results are obtained when the optimization of the neighbrhoods +is based on distance thresholds: +```{r, results = 'hide', eval = TRUE, fig.show = 'hide'} +# create a vector of diatnce threhsolds to evaluate +# since the correlation dissimilarity will be used +# these thresholds need to be > 0 and <= 1 +dths <- seq(0.025, 0.3, by = 0.025) + +# indicate the minimum and maximum sizes allowed for the neighborhood +k_min <- 30 +k_max <- 200 + +local_ciso_diss <- mbl( + Xr = training$spc_p[!is.na(training$Ciso),], + Yr = training$Ciso[!is.na(training$Ciso)], + Xu = testing$spc_p, + k_diss = dths, + k_range = c(k_min, k_max), + method = my_waplsr, + diss_method = my_diss, + diss_usage = ignore_diss, + control = nnv_val_control, + scale = TRUE +) + +plot(local_ciso_diss) +``` + +```{r, results = 'hide', eval = TRUE, echo = FALSE} +bestd <- which.min(local_ciso_diss$validation_results$nearest_neighbor_validation$rmse) +bestd <- local_ciso_diss$validation_results$nearest_neighbor_validation$k[bestd] +``` + +```{r, eval = TRUE} +local_ciso_diss +``` + +The best correlation dissimilarity threshold is `r bestd`. The column "p_bounded" +in the table of validation results, indicate the percentage of neighborhoods +for which the size was reset either to `k_min` or `k_max`. + +```{r, results = 'hide', eval = TRUE, fig.show = 'hide'} +# best distance threshold +bdi <- which.min(local_ciso_diss$validation_results$nearest_neighbor_validation$rmse) +bd <- local_ciso_diss$validation_results$nearest_neighbor_validation$k[bdi] + +# predictions for the best distance +ciso_diss_hat <- as.matrix(get_predictions(local_ciso_diss))[, bdi] + +# Plot predicted vs reference +plot(ciso_diss_hat, testing$Ciso, + xlim = c(0, 14), + ylim = c(0, 14), + xlab = "Predicted Total Carbon, %", + ylab = "Total Carbon, %", + main = "LOCAL using argument k_diss") +grid() +abline(0, 1, col = "red") +``` + +## Additional examples +Here we provide few additional examples of some MBL configurations where we make +use of another response variable available in the dataset: soil cation exchange +capacity (CEC). This variable is perhaps more challenging to predict in +comparison to Total Carbon. Table \ref(tab:addexamples) provides a summary of +the configurations tested in the following code examples. + +```{r addexamples, eval = TRUE, echo = FALSE} +abbr <- c("`local_cec`", + "`pc_pred_cec`", + "`pls_pred_cec`", + "`local_gpr_cec`") + +diss <- c("Correlation", + "optimized PC", + "optimized PLS", + "optimized PC") + +d_usage <- c("None", + "Source of predictors", + "None", + "Source of predictors") + +reg_m <- c("Weighted average PLS", + "Weighted average PLS", + "Weighted average PLS", + "Gaussian process") + +my_tab <- as.data.frame(cbind(abbr, diss, d_usage, reg_m)) +colnames(my_tab) <- c("Abreviation", + "Dissimilarity method", + "Dissimilarity usage", + "Local regression") + +knitr::kable(my_tab, + caption = paste("Basic description of the different MBL", + "configurations in the examples to predict", + "Cation Exhange Capacity (CEC)"), + format = "simple", align = "l", padding = 2) +``` + + +```{r, results = 'hide', eval = TRUE, fig.show = 'hide'} +# Lets define some methods: +my_wapls <- local_fit_wapls(2, 25) +k_min_max <- c(80, 200) + +# use the LOCAL algorithm +# specific thresholds for cor dissimilarity +dth_cor <- seq(0.01, 0.3, by = 0.03) +local_cec <- mbl( + Xr = training$spc_p[!is.na(training$CEC),], + Yr = training$CEC[!is.na(training$CEC)], + Xu = testing$spc_p, + k_diss = dth_cor, + k_range = k_min_max, + method = my_wapls, + diss_method = "cor", + diss_usage = "none", + control = nnv_val_control, + scale = TRUE +) + +# use one where pca dissmilarity is used and the dissimilarity matrix +# is used as source of additional predictors +# lets define first a an appropriate vector of dissimilarity thresholds +# for the PC dissimilarity method +dth_pc <- seq(0.05, 1, by = 0.1) +pc_pred_cec <- mbl( + Xr = training$spc_p[!is.na(training$CEC),], + Yr = training$CEC[!is.na(training$CEC)], + Xu = testing$spc_p, + k_diss = dth_pc, + k_range = k_min_max, + method = my_wapls, + diss_method = "pca", + diss_usage = "predictors", + control = nnv_val_control, + scale = TRUE +) + +# use one where PLS dissmilarity is used and the dissimilarity matrix +# is used as source of additional predictors +pls_pred_cec <- mbl( + Xr = training$spc_p[!is.na(training$CEC),], + Yr = training$CEC[!is.na(training$CEC)], + Xu = testing$spc_p, + Yu = testing$CEC, + k_diss = dth_pc, + k_range = k_min_max, + method = my_wapls, + diss_method = "pls", + diss_usage = "none", + control = nnv_val_control, + scale = TRUE +) + +# use one where Gaussian process regression and pca dissmilarity are used +# and the dissimilarity matrix is used as source of additional predictors +local_gpr_cec <- mbl( + Xr = training$spc_p[!is.na(training$CEC),], + Yr = training$CEC[!is.na(training$CEC)], + Xu = testing$spc_p, + k_diss = dth_pc, + k_range = k_min_max, + method = local_fit_gpr(), + diss_method = "pca", + diss_usage = "predictors", + control = nnv_val_control, + scale = TRUE +) +``` + +Collect the predictions for each configuration: +```{r, eval = TRUE, fig.show = 'hide'} +# get the indices of the best results according to +# nearest neighbor validation statistics +c_val_name <- "validation_results" +c_nn_val_name <- "nearest_neighbor_validation" + +bi_local <- which.min(local_cec[[c_val_name]][[c_nn_val_name]]$rmse) +bi_pc_pred <- which.min(pc_pred_cec[[c_val_name]][[c_nn_val_name]]$rmse) +bi_pls_pred <- which.min(pls_pred_cec[[c_val_name]][[c_nn_val_name]]$rmse) +bi_local_gpr <- which.min(local_gpr_cec[[c_val_name]][[c_nn_val_name]]$rmse) + +preds <- cbind(get_predictions(local_cec)[, ..bi_local], + get_predictions(pc_pred_cec)[, ..bi_pc_pred], + get_predictions(pls_pred_cec)[, ..bi_pls_pred], + get_predictions(local_gpr_cec)[, ..bi_local_gpr]) + +colnames(preds) <- c("local_cec", + "pc_pred_cec", + "pls_pred_cec", + "local_gpr_cec") +preds <- as.matrix(preds) + +# R2s +cor(testing$CEC, preds, use = "complete.obs")^2 + +#RMSEs +colMeans((preds - testing$CEC)^2, na.rm = TRUE)^0.5 +``` + +The scatter plots in \ref(fig:mblcomparisons) ilustrate the prediction results +obatined for CEC with each of the MBL configurations tested. + +```{r, eval = FALSE, fig.show = 'hide'} +op <- par() +par(mfrow = c(2, 2)) +plot(testing$CEC, preds[, 2], + xlab = "Predicted CEC, meq/100g", + ylab = "CEC, meq/100g", main = colnames(preds)[2]) +abline(0, 1, col = "red") + +plot(testing$CEC, preds[, 3], + xlab = "Predicted CEC, meq/100g", + ylab = "CEC, meq/100g", main = colnames(preds)[3]) +abline(0, 1, col = "red") + +plot(testing$CEC, preds[, 4], + xlab = "Predicted CEC, meq/100g", + ylab = "CEC, meq/100g", main = colnames(preds)[4]) +abline(0, 1, col = "red") +par(op) +``` + +```{r mblcomparisons, fig.cap = "CEC prediction results for the different MBL configurations tested" , fig.cap.style = "Image Caption", fig.align = "center", fig.width = 8, fig.height = 8, echo = FALSE} +op <- par() +par(mfrow = c(2, 2), pch = 16, mar = c(4,4,4,4)) +my_cols <- c("#D42B08CC", + "#750E3380", + "#EFBF4780", + "#5177A180") +names(my_cols) <- colnames(preds) + +# R2s +r2s <- round(cor(testing$CEC, preds, use = "complete.obs")^2, 2) + +#RMSEs +rmses <- round(colMeans((preds - testing$CEC)^2, na.rm = TRUE)^0.5,2) + +names(r2s) <- colnames(preds) +names(rmses) <- colnames(preds) + +p <- sapply(colnames(preds), + FUN = function(y, + yhats, + label, + labs = c("Predicted CEC, meq/100g", "CEC, meq/100g"), + rsq, + rmse, + cols) { + plot(x = yhats[,label], + y = y, + ylim = range(y, na.rm = T), xlim = range(y, na.rm = T), + xlab = labs[1], ylab = labs[2], + col = cols[label]) + title(label) + title(paste0("\n\n\n RMSE: ", rmse[label], "; Rsq: ", rsq[label]), cex.main=1) + grid(col= "#80808080", lty = 1) + abline(0, 1, col = "#FF1A0080") + }, + yhats = preds, + y = testing$CEC, + cols = my_cols, + rsq = r2s, + rmse = rmses) +``` +## Supported parallelism +The `mbl()` function uses the `foreach()` function of the [package `foreach`](https://CRAN.R-project.org/package=foreach) for iterating over every +row/observation passed to the argument `Xu`. In the following example, +we use the [package `doParallel`](https://CRAN.R-project.org/package=doParallel) +to set up the cores to be used. Alternatively the [package `doSNOW`](https://CRAN.R-project.org/package=doSNOW) can also be used. In the +following example we use parallel processing to predict Total Nitrogen: + +```{r, eval = FALSE} +# Running the mbl function using multiple cores +n_cores <- parallel::detectCores() - 1 +if (n_cores == 0) { + n_cores <- 1 +} + +# Set the number of cores +library(doParallel) +clust <- makeCluster(n_cores) +registerDoParallel(clust) + +# Alternatively: +# library(doSNOW) +# clust <- makeCluster(n_cores, type = "SOCK") +# registerDoSNOW(clust) +# getDoParWorkers() + +pc_pred_nt <- mbl( + Xr = training$spc_p[!is.na(training$Nt),], + Yr = training$Nt[!is.na(training$Nt)], + Xu = testing$spc_p, + k = seq(40, 100, by = 10), + diss_usage = "none", + control = mbl_control(validation_type = "NNv"), + scale = TRUE +) + +# go back to sequential processing +registerDoSEQ() +try(stopCluster(clust)) + +pc_pred_nt +``` + +## Using `Yu` argument +If information of the response values in the prediction set is available, then, +the `Yu` argument can be used to directly validate the predictions done by +`mbl()`. It is not taken into accound for any optimization or modeling step. +It can be used as follows: + +```{r, eval = FALSE} +# use Yu argument to validate the predictions +pc_pred_nt_yu <- mbl( + Xr = training$spc_p[!is.na(training$Nt),], + Yr = training$Nt[!is.na(training$Nt)], + Xu = testing$spc_p, + Yu = testing$Nt, + k = seq(40, 100, by = 10), + diss_usage = "none", + control = mbl_control(validation_type = "NNv"), + scale = TRUE +) + +pc_pred_nt_yu +``` + +# References + + diff --git a/vignettes/resemble.bib b/vignettes/resemble.bib new file mode 100644 index 0000000..335324d --- /dev/null +++ b/vignettes/resemble.bib @@ -0,0 +1,208 @@ +@article{saul2003think, + title={Think globally, fit locally: unsupervised learning of low dimensional manifolds}, + author={Saul, LK and Roweis, ST}, + journal={Journal of machine learning research}, + volume={4}, + number={Jun}, + pages={119--155}, + year={2003} +} + +@article{wold1975soft, + title={Soft modelling by latent variables: the non-linear iterative partial least squares (NIPALS) approach}, + author={Wold, Herman}, + journal={Journal of Applied Probability}, + volume={12}, + number={S1}, + pages={117--142}, + year={1975}, + publisher={Cambridge University Press} +} + +@article{pierna2008soil, + title={Soil parameter quantification by NIRS as a Chemometric challenge at ‘Chimiom{\'e}trie 2006’}, + author={Pierna, Juan Antonio Fern{\'a}ndez and Dardenne, Pierre}, + journal={Chemometrics and intelligent laboratory systems}, + volume={91}, + number={1}, + pages={94--98}, + year={2008}, + publisher={Elsevier} +} + +@article{ramirez2013distance, + title={Distance and similarity-search metrics for use with soil vis--NIR spectra}, + author={Ramirez-Lopez, L and Behrens, T and Schmidt, K and Viscarra-Rossel, RA and Dematt{\^e}, JAM and Scholten, T}, + journal={Geoderma}, + volume={199}, + pages={43--53}, + year={2013}, + publisher={Elsevier} +} +@inproceedings{mahalanobis1936generalized, + title={On the generalized distance in statistics}, + author={Mahalanobis, PC}, + year={1936}, + booktitle = {Proceedings of the National Institute of Science, India}, + organization={National Institute of Science of India} +} +@article{chang2000information, + title={An information-theoretic approach to spectral variability, similarity, and discrimination for hyperspectral image analysis}, + author={Chang, C-I}, + journal={IEEE Transactions on Information Theory}, + volume={46}, + number={5}, + pages={1927--1932}, + year={2000}, + publisher={IEEE} +} +@Article{Savitzky1964, + author = {Savitzky, A and Golay, MJE}, + journal = {Anal. Chem.}, + title = {Smoothing and Differentiation of Data by Simplified Least Squares Procedures.}, + year = {1964}, + issn = {0003-2700}, + month = jul, + number = {8}, + pages = {1627--1639}, + volume = {36}, + publisher = {American Chemical Society} +} + +@article{barnes1989standard, + title={Standard normal variate transformation and de-trending of near-infrared diffuse reflectance spectra}, + author={Barnes, RJ and Dhanoa, MS and Lister, SJ}, + journal={Applied Spectroscopy}, + volume={43}, + number={5}, + pages={772--777}, + year={1989}, + publisher={SAGE Publications Sage UK: London, England} +} + +@article{lobsey2017rs, + title={rs-local data-mines information from spectral libraries to improve local calibrations}, + author={Lobsey, CR and Viscarra-Rossel, RA and Roudier, P and Hedley, CB}, + journal={European Journal of Soil Science}, + volume={68}, + number={6}, + pages={840--852}, + year={2017}, + publisher={Wiley Online Library} +} + +@article{rossel2010using, + title={Using data mining to model and interpret soil diffuse reflectance spectra}, + author={Viscarra-Rossel, RA and Behrens, T}, + journal={Geoderma}, + volume={158}, + number={1-2}, + pages={46--54}, + year={2010}, + publisher={Elsevier} +} + +@article{stevens2020introduction, + title={An introduction to the prospectr package}, + author={Stevens, Antoine and Ramirez-Lopez, Leonardo}, + journal={R Package Vignette, Report No.: R Package Version 0.2.1}, + volume={3}, + year={2020} +} + +@inproceedings{wold1983multivariate, + title={The multivariate calibration method in chemistry solved by the PLS model}, + author={Wold, S and Martens, H and Wold, H and Ruhe, A and Kagstrom, B}, + booktitle={Proc. Conf. Matrix Pencils, lecture notes in mathematics}, + pages={286--293}, + year={1983}, + organization={Springer-Verlag Heidelberg} +} + +@article{ramirez2013distance, + title={Distance and similarity-search metrics for use with soil vis--NIR spectra}, + author={Ramirez-Lopez, L and Behrens, T and Schmidt, K and Rossel, RA Viscarra and Dematt{\^e}, JAM and Scholten, T}, + journal={Geoderma}, + volume={199}, + pages={43--53}, + year={2013}, + publisher={Elsevier} +} +@article{ramirez2013spectrum, + title={The spectrum-based learner: A new local approach for modeling soil vis--NIR spectra of complex datasets}, + author={Ramirez-Lopez, L and Behrens, T and Schmidt, K and Stevens, A and Dematt{\^e}, JAM and Scholten, T}, + journal={Geoderma}, + volume={195}, + pages={268--279}, + year={2013}, + publisher={Elsevier} +} + +@article{de2000mahalanobis, + title={The mahalanobis distance}, + author={De Maesschalck, Roy and Jouan-Rimbaud, Delphine and Massart, D{\'e}sir{\'e} L}, + journal={Chemometrics and intelligent laboratory systems}, + volume={50}, + number={1}, + pages={1--18}, + year={2000}, + publisher={Elsevier} +} + +@book{brereton2003chemometrics, + title={Chemometrics: data analysis for the laboratory and chemical plant}, + author={Brereton, Richard G}, + year={2003}, + publisher={John Wiley \& Sons} +} + +@article{chang2000information, + title={An information-theoretic approach to spectral variability, similarity, and discrimination for hyperspectral image analysis}, + author={Chang, Chein-I}, + journal={IEEE Transactions on information theory}, + volume={46}, + number={5}, + pages={1927--1932}, + year={2000}, + publisher={IEEE} +} + +@article{kullback1951information, + title={On information and sufficiency}, + author={Kullback, Solomon and Leibler, Richard A}, + journal={The annals of mathematical statistics}, + volume={22}, + number={1}, + pages={79--86}, + year={1951}, + publisher={JSTOR} +} + +@misc{mitchell1997machine, + title={Machine Learning, volume 1 of 1}, + author={Mitchell, Tom M}, + year={1997}, + publisher={McGraw-Hill Science/Engineering/-Math} +} + +@article{shenk1997investigation, + title={Investigation of a LOCAL calibration procedure for near infrared instruments}, + author={Shenk, John S and Westerhaus, Mark O and Berzaghi, Paolo}, + journal={Journal of Near Infrared Spectroscopy}, + volume={5}, + number={4}, + pages={223--232}, + year={1997}, + publisher={SAGE Publishing} +} + +@article{naes1990locally, + title={Locally weighted regression and scatter correction for near-infrared reflectance data}, + author={Naes, Tormod and Isaksson, Tomas and Kowalski, Bruce}, + journal={Analytical Chemistry}, + volume={62}, + number={7}, + pages={664--673}, + year={1990}, + publisher={ACS Publications} +} \ No newline at end of file

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