Time series clustering along with optimized techniques related
to the Dynamic Time Warping distance and its corresponding lower bounds.
Implementations of partitional, hierarchical, fuzzy, k-Shape and TADPole
clustering are available. Functionality can be easily extended with
custom distance measures and centroid definitions. Implementations of
DTW barycenter averaging, a distance based on global alignment kernels,
and the soft-DTW distance and centroid routines are also provided.
All included distance functions have custom loops optimized for the
calculation of cross-distance matrices, including parallelization support.
Several cluster validity indices are included.
'CENTROIDS-dba.R' 'CENTROIDS-sdtw-cent.R'
'CENTROIDS-shape-extraction.R' 'CLUSTERING-all-cent2.R'
'CLUSTERING-compare-clusterings.R'
'CLUSTERING-cvi-evaluators.R' 'CLUSTERING-ddist2.R'
'CLUSTERING-partitional-fuzzy.R'
'CLUSTERING-repeat-clustering.R' 'CLUSTERING-tadpole.R'
'CLUSTERING-tsclust-controls.R' 'CLUSTERING-tsclust.R'
'DISTANCES-dtw-basic.R' 'DISTANCES-dtw-lb.R' 'DISTANCES-dtw2.R'
'DISTANCES-gak.R' 'DISTANCES-lb-improved.R'
'DISTANCES-lb-keogh.R' 'DISTANCES-sbd.R' 'DISTANCES-sdtw.R'
'GENERICS-cvi.R' 'S4-Distmat.R' 'S4-PairTracker.R'
'S4-SparseDistmat.R' 'S4-tsclustFamily.R'
'S4-TSClusters-classes.R' 'S4-TSClusters-methods.R'
'SHINY-interactive-clustering.R' 'SHINY-ssdtwclust.R'
'SHINY-utils.R' 'UTILS-as-methods.R' 'UTILS-compute-envelope.R'
'UTILS-data.R' 'UTILS-expressions.R' 'UTILS-globals-internal.R'
'UTILS-nccc.R' 'UTILS-reinterpolate.R' 'UTILS-rng.R'
'UTILS-tslist.R' 'UTILS-utils.R' 'UTILS-zscore.R' 'pkg.R'

'CENTROIDS-dba.R' 'CENTROIDS-pam.R' 'CENTROIDS-sdtw-cent.R'
'CENTROIDS-shape-extraction.R' 'CLUSTERING-all-cent2.R'
'CLUSTERING-compare-clusterings.R'
'CLUSTERING-cvi-evaluators.R' 'CLUSTERING-ddist2.R'
'CLUSTERING-partitional-fuzzy.R'
'CLUSTERING-repeat-clustering.R' 'CLUSTERING-tadpole.R'
'CLUSTERING-tsclust-controls.R' 'CLUSTERING-tsclust.R'
'DISTANCES-dtw-basic.R' 'DISTANCES-dtw-lb.R' 'DISTANCES-dtw2.R'
'DISTANCES-gak.R' 'DISTANCES-lb-improved.R'
'DISTANCES-lb-keogh.R' 'DISTANCES-sbd.R' 'DISTANCES-sdtw.R'
'GENERICS-cvi.R' 'S4-Distmat.R' 'S4-PairTracker.R'
'S4-SparseDistmat.R' 'S4-tsclustFamily.R'
'S4-TSClusters-classes.R' 'S4-TSClusters-methods.R'
'SHINY-interactive-clustering.R' 'SHINY-ssdtwclust.R'
'SHINY-utils.R' 'UTILS-as-methods.R' 'UTILS-compute-envelope.R'
'UTILS-data.R' 'UTILS-expressions.R' 'UTILS-globals-internal.R'
'UTILS-nccc.R' 'UTILS-reinterpolate.R' 'UTILS-rng.R'
'UTILS-tslist.R' 'UTILS-utils.R' 'UTILS-zscore.R' 'pkg.R'