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Releases: astamm/fdacluster

fdacluster 0.3.0

04 Jul 19:29
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  • Added median centroid type;
  • Median and mean centroid types are now defined on the union of individual grids;
  • Simplified caps class to avoid storing objects multiple times under different names;
  • Added vignette on initialization strategies for k-means;
  • Added article on use case about the Berkeley growth study;
  • Added article on supported input formats.

fdacluster 0.2.2

01 Jun 05:23
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  • Make sure one can use fdacluster with namespace notation.
  • Make sure not to use fda or funData before checking it is available.

fdacluster 0.2.1

19 May 19:53
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Major features

  • Add hierarchical clustering;
  • Enforce n_clusters in output via linear programming (LP) using the
    lpSolve package;
  • New caps class
    for storing results from functional Clustering with Amplitude and
    Phase Separation in a consistent way;
  • Add tools for comparing clustering results (mcaps objects, autoplot and
    plot specialized method implementations);
  • Add seeding strategies for kmeans (via hierarchical clustering or k-means++ or
    k-means++ with exhaustive search of the first center or exhaustive search of all
    the centers);
  • Add within-cluster domain auto-extension via mean imputation;
  • Add possibility to cluster according to phase variability instead of amplitude
    variability.
  • Add DBSCAN clustering.

Minor improvements

  • Fix C++ compiler issues that errored when accessing empty vectors.
  • Renaming of functions: to perform k-means with alignment, now use
    fdakmeans(),
    to perform HAC with alignment, now use
    fdahclust().

fdacluster 0.1.1

10 May 10:48
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  • Fixed undefined behavior sanitizer issues spotted by UBSAN.
  • Added reference to published work related to the package in DESCRIPTION.