dtwclust: Time Series Clustering Along with Optimizations for the Dynamic Time Warping Distance

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.

AuthorAlexis Sarda-Espinosa
Date of publication2017-02-12 15:47:46
MaintainerAlexis Sarda <alexis.sarda@gmail.com>
LicenseGPL-3
Version3.1.1
https://github.com/asardaes/dtwclust

View on CRAN

Functions

as.matrix Man page
CharTraj Man page
CharTrajLabels Man page
CharTrajMV Man page
clusterSim Man page
clusterSim,dtwclust-method Man page
compute_envelop Man page
create_dtwclust Man page
cvi Man page
cvi,dtwclust Man page
cvi,dtwclust-method Man page
cvi,HierarchicalTSClusters Man page
cvi,HierarchicalTSClusters-method Man page
cvi,PartitionalTSClusters Man page
cvi,PartitionalTSClusters-method Man page
DBA Man page
dtw2 Man page
dtw_basic Man page
dtwclust Man page
dtwclust-class Man page
dtwclustControl Man page
dtwclustControl-class Man page
dtwclustFamily Man page
dtwclustFamily-class Man page
dtwclust-methods Man page
dtwclust-package Man page
dtw_lb Man page
fuzzy_control Man page
FuzzyTSClusters-class Man page
GAK Man page
hierarchical_control Man page
HierarchicalTSClusters-class Man page
initialize,TSClusters Man page
initialize,TSClusters-method Man page
lb_improved Man page
lb_keogh Man page
NCCc Man page
partitional_control Man page
PartitionalTSClusters-class Man page
plot.dtwclust Man page
plot,dtwclust,missing Man page
plot,dtwclust,missing-method Man page
plot.TSClusters Man page
plot,TSClusters,missing Man page
plot,TSClusters,missing-method Man page
predict,dtwclust Man page
predict.dtwclust Man page
predict,dtwclust-method Man page
predict,TSClusters Man page
predict.TSClusters Man page
predict,TSClusters-method Man page
randIndex Man page
randIndex,ANY,dtwclust Man page
randIndex,ANY,dtwclust-method Man page
randIndex,dtwclust,ANY Man page
randIndex,dtwclust,ANY-method Man page
randIndex,dtwclust,dtwclust Man page
randIndex,dtwclust,dtwclust-method Man page
reinterpolate Man page
SBD Man page
shape_extraction Man page
show,dtwclust Man page
show,dtwclust-method Man page
show,TSClusters Man page
show,TSClusters-method Man page
TADPole Man page
tadpole_control Man page
tsclust Man page
tsclust_args Man page
tsclust-controls Man page
tsclust-controls Man page
tsclust-controls Man page
tsclust-controls Man page
tsclust-controls Man page
TSClusters-class Man page
tsclusters-methods Man page
tsclustFamily-class Man page
ucict Man page
uciCT Man page
update,dtwclust Man page
update.dtwclust Man page
update,dtwclust-method Man page
update,TSClusters Man page
update.TSClusters Man page
update,TSClusters-method Man page
zscore Man page

Files

dtwclust
dtwclust/inst
dtwclust/inst/NEWS.Rd
dtwclust/inst/tsclust-examples.R
dtwclust/inst/dtwclust-examples.R
dtwclust/inst/doc
dtwclust/inst/doc/dtwclust.pdf
dtwclust/inst/doc/dtwclust.Rnw
dtwclust/tests
dtwclust/tests/testthat.R
dtwclust/tests/testthat
dtwclust/tests/testthat/unit
dtwclust/tests/testthat/unit/cvis.R
dtwclust/tests/testthat/unit/methods.R
dtwclust/tests/testthat/unit/distances.R
dtwclust/tests/testthat/unit/centroids.R
dtwclust/tests/testthat/test-01-unit.R
dtwclust/tests/testthat/integration
dtwclust/tests/testthat/integration/custom-dist.R
dtwclust/tests/testthat/integration/families.R
dtwclust/tests/testthat/integration/proxy.R
dtwclust/tests/testthat/test-06-parallel.R
dtwclust/tests/testthat/test-04-system.R
dtwclust/tests/testthat/regression
dtwclust/tests/testthat/regression/family-distmat.R
dtwclust/tests/testthat/regression/dtwb.R
dtwclust/tests/testthat/regression/custom-dist.R
dtwclust/tests/testthat/regression/cvis.R
dtwclust/tests/testthat/regression/methods.R
dtwclust/tests/testthat/regression/proxy.R
dtwclust/tests/testthat/regression/family-centroids.R
dtwclust/tests/testthat/regression/clusterings.R
dtwclust/tests/testthat/acceptance
dtwclust/tests/testthat/acceptance/dtwb.R
dtwclust/tests/testthat/acceptance/lbs.R
dtwclust/tests/testthat/acceptance/gak.R
dtwclust/tests/testthat/test-05-regression.R
dtwclust/tests/testthat/helper-all.R
dtwclust/tests/testthat/test-03-acceptance.R
dtwclust/tests/testthat/test-02-integration.R
dtwclust/tests/testthat/system
dtwclust/tests/testthat/system/partitional.R
dtwclust/tests/testthat/system/data-formats.R
dtwclust/tests/testthat/system/hierarchical.R
dtwclust/tests/testthat/system/fuzzy.R
dtwclust/tests/testthat/system/preproc.R
dtwclust/tests/testthat/system/invalid-inputs.R
dtwclust/src
dtwclust/src/dtw-basic.c
dtwclust/src/pairs.c
dtwclust/src/logGAK.c
dtwclust/src/envelop.cpp
dtwclust/NAMESPACE
dtwclust/data
dtwclust/data/uciCT.rda
dtwclust/R
dtwclust/R/uciCT.R dtwclust/R/all-cent.R dtwclust/R/lb-improved.R dtwclust/R/utils.R dtwclust/R/compute-envelop.R dtwclust/R/shape-extraction.R dtwclust/R/zscore.R dtwclust/R/partitional.R dtwclust/R/reinterpolate.R dtwclust/R/pkg.R dtwclust/R/tsclust-classes.R dtwclust/R/dtw-basic.R dtwclust/R/SBD.R dtwclust/R/GAK.R dtwclust/R/tsclust-methods.R dtwclust/R/dtw2.R dtwclust/R/all-cent2.R dtwclust/R/ddist.R dtwclust/R/fuzzy.R dtwclust/R/dtwclust.R dtwclust/R/tsclust.R dtwclust/R/DBA.R dtwclust/R/dtwclust-classes.R dtwclust/R/NCCc.R dtwclust/R/create-dtwclust.R dtwclust/R/lb-keogh.R dtwclust/R/dtw-lb.R dtwclust/R/cvi.R dtwclust/R/TADPole.R dtwclust/R/ddist2.R dtwclust/R/tsclust-controls.R dtwclust/R/dtwclust-methods.R
dtwclust/vignettes
dtwclust/vignettes/REFERENCES.bib
dtwclust/vignettes/dtwclust.Rnw
dtwclust/MD5
dtwclust/build
dtwclust/build/vignette.rds
dtwclust/DESCRIPTION
dtwclust/man
dtwclust/man/TSClusters-class.Rd dtwclust/man/tsclust.Rd dtwclust/man/dtw_basic.Rd dtwclust/man/lb_keogh.Rd dtwclust/man/dtwclustControl-class.Rd dtwclust/man/NCCc.Rd dtwclust/man/compute_envelop.Rd dtwclust/man/dtw_lb.Rd dtwclust/man/zscore.Rd dtwclust/man/tsclust-controls.Rd dtwclust/man/DBA.Rd dtwclust/man/clusterSim.Rd dtwclust/man/dtw2.Rd dtwclust/man/create_dtwclust.Rd dtwclust/man/TADPole.Rd dtwclust/man/dtwclust-methods.Rd dtwclust/man/tsclusters-methods.Rd dtwclust/man/cvi.Rd dtwclust/man/reinterpolate.Rd dtwclust/man/lb_improved.Rd dtwclust/man/dtwclust-package.Rd dtwclust/man/dtwclustFamily-class.Rd dtwclust/man/SBD.Rd dtwclust/man/as.matrix.Rd dtwclust/man/dtwclust-class.Rd dtwclust/man/shape_extraction.Rd dtwclust/man/tsclustFamily-class.Rd dtwclust/man/GAK.Rd dtwclust/man/dtwclust.Rd dtwclust/man/uciCT.Rd dtwclust/man/randIndex.Rd

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