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References.bib
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%%%% Bibliography
@article{Bonfatti2016,
author = {Bonfatti, Benito R. and Hartemink, Alfred E. and Giasson, Elvio and Tornquist, Carlos G. and Adhikari, Kabindra},
doi = {10.1016/j.geoderma.2015.07.016},
file = {:C$\backslash$:/Users/OLMEDO/Documents/SOIL - Latin America/library/4s2.0-S0016706115300264-main.pdf:pdf},
isbn = {0016-7061},
issn = {00167061},
journal = {Geoderma},
keywords = {Carbon stocks,Inceptisols,Soil carbon,Subtropical soils,Ultisols,Vineyard},
mendeley-groups = {MDS LAC},
pages = {204--221},
publisher = {Elsevier B.V.},
title = {{Digital mapping of soil carbon in a viticultural region of Southern Brazil}},
url = {http://dx.doi.org/10.1016/j.geoderma.2015.07.016},
volume = {261},
year = {2016}
}
@Article{Florinsky2012,
author="Florinsky, I. V.",
title="The Dokuchaev hypothesis as a basis for predictive digital soil mapping (on the 125th anniversary of its publication)",
journal="Eurasian Soil Science",
year="2012",
volume="45",
number="4",
pages="445--451",
abstract="Predictive digital soil mapping is widely used in soil science. Its objective is the prediction of the spatial distribution of soil taxonomic units and quantitative soil properties via the analysis of spatially distributed quantitative characteristics of soil-forming factors. Western pedometrists stress the scientific priority and principal importance of Hans Jenny's book (1941) for the emergence and development of predictive soil mapping. In this paper, we demonstrate that Vasily Dokuchaev explicitly defined the central idea and statement of the problem of contemporary predictive soil mapping in the year 1886. Then, we reconstruct the history of the soil formation equation from 1899 to 1941. We argue that Jenny adopted the soil formation equation from Sergey Zakharov, who published it in a well-known fundamental textbook in 1927. It is encouraging that this issue was clarified in 2011, the anniversary year for publications of Dokuchaev and Jenny.",
issn="1556-195X",
doi="10.1134/S1064229312040047",
url="http://dx.doi.org/10.1134/S1064229312040047"
}
@article{hsu2003practical,
title={A practical guide to support vector classification},
author={Hsu, Chih-Wei and Chang, Chih-Chung and Lin, Chih-Jen and others},
year={2003},
publisher={Taipei}
}
@misc{chang2001libsvm,
title={LIBSVM: A library for support vector machines [EB/OL]},
author={Chang, Chih-Chung and Lin, Chih-Jen},
year={2001}
}
@book{james2013introduction,
title={An introduction to statistical learning},
author={James, Gareth and Witten, Daniela and Hastie, Trevor and Tibshirani, Robert},
volume={112},
year={2013},
publisher={Springer}
}
@book{friedman2001elements,
title={The elements of statistical learning},
author={Friedman, Jerome and Hastie, Trevor and Tibshirani, Robert},
volume={1},
year={2001},
publisher={Springer series in statistics New York}
}
@book{vapnik2013nature,
title={The nature of statistical learning theory},
author={Vapnik, Vladimir},
year={2013},
publisher={Springer science \& business media}
}
@article{scikit,
title={Scikit-learn: Machine Learning in {P}ython},
author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and
Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.},
journal={Journal of Machine Learning Research},
volume={12},
pages={2825--2830},
year={2011}
}
@Manual{e1071,
title = {e1071: Misc Functions of the Department of Statistics, Probability
Theory Group (Formerly: E1071), TU Wien},
author = {David Meyer and Evgenia Dimitriadou and Kurt Hornik and Andreas Weingessel and Friedrich Leisch},
year = {2017},
note = {R package version 1.6-8},
url = {https://CRAN.R-project.org/package=e1071},
}
@article{batjes1996total,
title={Total carbon and nitrogen in the soils of the world},
author={Batjes, Niels H},
journal={European journal of soil science},
volume={47},
number={2},
pages={151--163},
year={1996},
publisher={Wiley Online Library}
}
@report{ottmar_litter_2007,
location = {Pacific Northwest},
title = {Litter and Duff Bulk Densities in the Southern United States: final report for Joint Fire Sciences Program, Project 04-2-1-49.},
url = {https://www.firescience.gov/projects/04-2-1-49/project/04-2-1-49_final_report.pdf},
author = {Ottmar, Roger and Andreu, Anne},
year = {2007}
}
@article{baritz2008environmental,
title={Environmental assessment of soil for monitoring: Volume III database design and selection},
author={Baritz, R and Eberhardt, E and Van Liedekerke, MH and Panagos, P},
journal={EUR},
volume={23490},
pages={125},
year={2008}
}
@book{barney_forest_1981,
title = {Forest floor fuel loads, depths and bulk densities in four interior Alaskan cover types},
rights = {The contributing institution believes that this item is not in copyright.},
url = {http://archive.org/details/forestfloorfuell304barn},
abstract = {Caption title; "April 1981"--Caption p; Includes bibliographical references (p. 6)},
pagetotal = {12},
publisher = {Ogden, Utah : U.S. Dept. of Agriculture, Forest Service, Intermountain Forest and Range Experiment Station},
author = {Barney, Richard J. and Bevins, Collin D. and Bradshaw, Larry S. and Forestry Sciences Laboratory (Missoula, Mont ) and {United States. Forest Service} and Intermountain Forest {and} Range Experiment Station (Ogden, Utah)},
editora = {U. S. Department of Agriculture, National Agricultural Library},
editoratype = {collaborator},
urldate = {2018-01-22},
year = {1981},
keywords = {Forest fires Alaska Prevention and control},
file = {Internet Archive Fulltext PDF:C\:\\Users\\Reiters\\Zotero\\storage\\Y5NYW3MB\\Barney et al. - 1981 - Forest floor fuel loads, depths and bulk densities.pdf:application/pdf}
}
@article {batjes_2014,
author = {Batjes, N. H.},
title = {Total carbon and nitrogen in the soils of the world},
journal = {European Journal of Soil Science},
volume = {65},
number = {1},
publisher = {Blackwell Publishing Ltd},
issn = {1365-2389},
url = {http://dx.doi.org/10.1111/ejss.12114_2},
doi = {10.1111/ejss.12114_2},
pages = {10--21},
year = {2014},
}
@report{agus_measuring_2011,
location = {Bogor, Indonesia},
title = {Measuring carbon stock in peat soils: practical guidelines {\textbar} World Agroforestry Centre},
url = {http://www.worldagroforestry.org/publication/measuring-carbon-stock-peat-soils-practical-guidelines},
institution = {World Agroforestry Centre ({ICRAF}) Southeast Asia Regional Program, Indonesian Centre for Agricultural Land Resources Research and Development},
author = {Agus, Fahmuddin and Hairiah, Kurniatun and Mulyani, Anny},
urldate = {2018-01-22},
year = {2011},
file = {Measuring carbon stock in peat soils\: practical guidelines | World Agroforestry Centre:C\:\\Users\\Reiters\\Zotero\\storage\\KDG2UR75\\measuring-carbon-stock-peat-soils-practical-guidelines.html:text/html}
}
@article{saini_1966_organic,
title={Organic matter as a measure of bulk density of soil},
author={Saini, GR},
journal={Nature},
volume={210},
number={5042},
pages={1295--1296},
year={1966},
publisher={Nature Publishing Group}
}
@article{Drew1973,
title={Bulk density estimation based on organic matter content of some Minnesota soils},
author={Drew, Larry A},
year={1973}
}
@article{adams1973effect,
title={The effect of organic matter on the bulk and true densities of some uncultivated podzolic soils},
author={Adams, WA},
journal={European Journal of Soil Science},
volume={24},
number={1},
pages={10--17},
year={1973},
publisher={Wiley Online Library}
}
@article{Grigal1989,
title={Bulk density of surface soils and peat in the north central United States},
author={Grigal, DF and Brovold, SL and Nord, WS and Ohmann, LF},
journal={Canadian Journal of Soil Science},
volume={69},
number={4},
pages={895--900},
year={1989},
publisher={NRC Research Press}
}
@article{jeffrey1970note,
title={A note on the use of ignition loss as a means for the approximate estimation of soil bulk density},
author={Jeffrey, DW},
journal={The Journal of Ecology},
pages={297--299},
year={1970},
publisher={JSTOR}
}
@article{honeysett1989use,
title={The use of ignition loss to estimate bulk density of forest soils},
author={Honeysett, JL and Ratkowsky, DA},
journal={European Journal of Soil Science},
volume={40},
number={2},
pages={299--308},
year={1989},
publisher={Wiley Online Library}
}
@incollection{rosell2001soil,
title={Soil organic matter evaluation},
author={Rosell, RA and Gasparoni, JC and Galantini, JA},
booktitle={Assessment methods for soil carbon},
pages={311--322},
year={2001},
publisher={Lewis Publishers Boca Raton}
}
@incollection{nelson1982total,
year = {1982},
publisher = {American Society of Agronomy, Soil Science Society of America},
author = {Nelson, DW and Sommers, L\_E},
title = {Total carbon, organic carbon, and organic matter},
booktitle = {Methods of Soil Analysis. Part 2. Chemical and Microbiological Properties},
pages={539--579}
}
@article{lettens2005soil,
title={Soil organic carbon changes in landscape units of Belgium between 1960 and 2000 with reference to 1990},
author={Lettens, Suzanna and Orshoven, JOS and Wesemael, BAS and Muys, Bart and Perrin, Dominique},
journal={Global Change Biology},
volume={11},
number={12},
pages={2128--2140},
year={2005},
publisher={Wiley Online Library}
}
@article{ponce1986improved,
title={An improved method for reconstructing a soil profile from analyses of a small number of samples},
author={Ponce Hernandes, R and Marriott, FHC and Beckett, PHT},
journal={European Journal of Soil Science},
volume={37},
number={3},
pages={455--467},
year={1986},
publisher={Wiley Online Library}
}
@article{bishop1999modelling,
title={Modelling soil attribute depth functions with equal-area quadratic smoothing splines},
author={Bishop, TFA and McBratney, AB and Laslett, GM},
journal={Geoderma},
volume={91},
number={1},
pages={27--45},
year={1999},
publisher={Elsevier}
}
@article{bernoux1998modeling,
title={MODELING VERTICAL DISTRIBUTION OF CARBON IN OXISOLS OF THE WESTERN BRAZILIAN AMAZON (RONDONIA).},
author={Bernoux, Martial and Arrouays, Dominique and Cerri, Carlos C and Bourennane, Hocine},
journal={Soil Science},
volume={163},
number={12},
pages={941--951},
year={1998},
publisher={LWW}
}
@article{lettens2004soil,
title={Soil organic and inorganic carbon contents of landscape units in Belgium derived using data from 1950 to 1970},
author={Lettens, Suzanna and Orshoven, J van and Wesemael, B and and Muys, Bart},
journal={Soil Use and Management},
volume={20},
number={1},
pages={40--47},
year={2004},
publisher={Wiley Online Library}
}
@article{hiederer2013mapping,
title={Mapping soil properties for Europe—spatial representation of soil database attributes},
author={Hiederer, Roland},
journal={Publications Office of the European Union, EUR26082EN Scientific and Technical Research series. Luxembourg},
year={2013}
}
@incollection{bivand2013hello,
title={Hello world: Introducing spatial data},
author={Bivand, Roger S and Pebesma, Edzer and G{\'o}mez-Rubio, Virgilio},
booktitle={Applied Spatial Data Analysis with R},
pages={1--16},
year={2013},
publisher={Springer}
}
@book{bivand2008applied,
title={Applied spatial data analysis with R},
author={Bivand, Roger S and Pebesma, Edzer J and Gomez-Rubio, Virgilio and Pebesma, Edzer Jan},
volume={747248717},
year={2008},
publisher={Springer}
}
@article{gupta2015multiple,
title={A Multiple Regression Technique in Data Mining},
author={Gupta, Swati},
journal={International Journal of Computer Applications},
volume={126},
number={5},
year={2015},
publisher={Foundation of Computer Science}
}
@online{hengl2017,
author = {Hengl T., Heuvelink G.B.M., Kempen B.},
title = {Methods to fit a regression-kriging model},
url = {http://gsif.r-forge.r-project.org/fit.gstatModel.html},
urldate = {2017-04-01},
year={2017}
}
@article{Karatzoglou2006,
abstract = {Being among the most popular and efficient classification and regression methods currently available, implementations of support vector machines exist in almost every popular programming language. Currently four R packages contain SVM related software. The purpose of this paper is to present and compare these implementations.},
author = {Karatzoglou, Alexandros and Meyer, David and Hornik, Kurt},
file = {:C$\backslash$:/Users/OLMEDO/Documents/SOIL - Latin America/library/24v15i09.pdf:pdf},
journal = {Journal of Statistical Software},
keywords = {graphical model,latent variable,mixed interaction model,statistical computing},
mendeley-groups = {MDS LAC},
number = {9},
pages = {1--28},
title = {{Support Vector Algorithm in R}},
volume = {15},
year = {2006}
}
@article{hengl2007regression,
title={About regression-kriging: from equations to case studies},
author={Hengl, Tomislav and Heuvelink, Gerard BM and Rossiter, David G},
journal={Computers \& geosciences},
volume={33},
number={10},
pages={1301--1315},
year={2007},
publisher={Elsevier}
}
@book{hengl2009practical,
title={A practical guide to geostatistical mapping},
author={Hengl, Tomislav},
volume={52},
year={2009},
publisher={Hengl}
}
@article{jolliffe1982note,
title={A note on the use of principal components in regression},
author={Jolliffe, Ian T},
journal={Applied Statistics},
pages={300--303},
year={1982},
publisher={JSTOR}
}
@book{malone2017using,
title={Using R for Digital Soil Mapping},
author={Malone, Brendan P and Minasny, Budiman and McBratney, Alex B},
year={2017},
publisher={Springer}
}
@article{meinshausen2006quantile,
title={Quantile regression forests},
author={Meinshausen, Nicolai},
journal={Journal of Machine Learning Research},
volume={7},
number={Jun},
pages={983--999},
year={2006}
}
@article{vasques2009modeling,
title={Modeling of soil organic carbon fractions using visible-near-infrared spectroscopy},
author={Vasques, Gustavo M and Grunwald, Sabine and Sickman, James O},
journal={Soil Science Society of America Journal},
volume={73},
number={1},
pages={176},
year={2009},
publisher={American Society of Agronomy}
}
@book{breiman1984classification,
title={Classification and regression trees},
author={Breiman, Leo and Friedman, Jerome and Stone, Charles J and Olshen, Richard A},
year={1984},
publisher={CRC press}
}
@book{krasilnikov2013soils,
title={The soils of Mexico},
author={Krasilnikov, Pavel and del Carmen Guti{\'e}rrez-Castorena, Ma and Ahrens, Robert J and Cruz-Gaistardo, Carlos Omar and Sedov, Sergey and Solleiro-Rebolledo, Elizabeth},
year={2013},
publisher={Springer Science \& Business Media}
}
@article{greve2007generating,
title={Generating a Danish raster-based topsoil property map combining choropleth maps and point information},
author={Greve, Mogens H and Greve, Mette B and B{\o}cher, Peder K and Balstr{\o}m, Thomas and Breuning-Madsen, Henrik and Krogh, Lars},
journal={Geografisk Tidsskrift-Danish Journal of Geography},
volume={107},
number={2},
pages={1--12},
year={2007},
publisher={Taylor \& Francis}
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@article{vaysse:hal-01606602,
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AUTHOR = {Vaysse, K{\'e}vin and Lagacherie, Philippe},
URL = {https://hal.archives-ouvertes.fr/hal-01606602},
JOURNAL = {{Geoderma}},
PUBLISHER = {{Elsevier}},
VOLUME = {291},