Package: TSdist 3.7.1

Usue Mori

TSdist: Distance Measures for Time Series Data

A set of commonly used distance measures and some additional functions which, although initially not designed for this purpose, can be used to measure the dissimilarity between time series. These measures can be used to perform clustering, classification or other data mining tasks which require the definition of a distance measure between time series. U. Mori, A. Mendiburu and J.A. Lozano (2016), <doi:10.32614/RJ-2016-058>.

Authors:Usue Mori [aut, cre], Alexander Mendiburu [aut], Jose A. Lozano [aut], Duarte Folgado [ctb]

TSdist_3.7.1.tar.gz
TSdist_3.7.1.tar.gz(r-4.5-noble)TSdist_3.7.1.tar.gz(r-4.4-noble)
TSdist_3.7.1.tgz(r-4.4-emscripten)TSdist_3.7.1.tgz(r-4.3-emscripten)
TSdist.pdf |TSdist.html✨
TSdist/json (API)

# Install 'TSdist' in R:

install.packages('TSdist', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Datasets:

example.database - Example databases.
example.database2 - Example synthetic database with series belonging to different classes.
example.database3 - Example synthetic database with series belonging to different classes.
example.series1 - Example series.
example.series2 - Example series.
example.series3 - Example series.
example.series4 - Example series.
zoo.database - Example databases.
zoo.series1 - Example series.
zoo.series2 - Example series.

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.84 score 5 stars 5 packages 93 scripts 574 downloads 1 mentions 39 exports 78 dependencies

Last updated 2 years agofrom:d28f6f0c3a. Checks:OK: 1 NOTE: 1. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Oct 26 2024
R-4.5-linux-x86_64	NOTE	Oct 26 2024

Exports:ACFDistance ARLPCCepsDistance ARMahDistance ARPicDistance CCorDistance CDMDistance CIDDistance CorDistance CortDistance DissimDistance DTWDistance EDRDistance ERPDistance EuclideanDistance FourierDistance FrechetDistance InfNormDistance IntPerDistance KMedoids LBKeoghDistance LCSSDistance LPDistance ManhattanDistance MindistSaxDistance MinkowskiDistance NCDDistance OneNN PACFDistance PDCDistance PerDistance PredDistance SpecGLKDistance SpecISDDistance SpecLLRDistance STSDistance TAMDistance TquestDistance TSDatabaseDistances TSDistances

Dependencies:base64enc bslib cachem class cli cluster clv colorspace curl digest dtw evaluate fansi farver fastmap fontawesome forecast fracdiff fs generics ggplot2 glue gtable highr htmltools htmlwidgets isoband jquerylib jsonlite KernSmooth knitr labeling lattice lifecycle lmtest locpol longitudinalData magrittr MASS Matrix memoise mgcv mime misc3d munsell nlme nnet pdc pillar pkgconfig proxy quadprog quantmod R6 rappdirs RColorBrewer Rcpp RcppArmadillo rgl rlang rmarkdown sass scales tibble timeDate tinytex TSclust tseries TTR urca utf8 vctrs viridisLite withr xfun xts yaml zoo

Help page	Topics
Distance Measures for Time Series in R.	TSdist-package TSdist
Autocorrelation-based Dissimilarity	ACFDistance
Dissimilarity Based on LPC Cepstral Coefficients	ARLPCCepsDistance
Model-based Dissimilarity Proposed by Maharaj (1996, 2000)	ARMahDistance
Model-based Dissimilarity Measure Proposed by Piccolo (1990)	ARPicDistance
Cross-correlation based distance.	CCorDistance
Compression-based Dissimilarity measure	CDMDistance
Complexity-Invariant Distance Measure For Time Series	CIDDistance
Dissimilarities based on Pearson's correlation	CorDistance
Dissimilarity Index Combining Temporal Correlation and Raw Value Behaviors	CortDistance
The Dissim distance is calculated.	DissimDistance
Dynamic Time Warping distance.	DTWDistance
Edit Distance for Real Sequences (EDR).	EDRDistance
Edit Distance with Real Penalty (ERP).	ERPDistance
Euclidean distance.	EuclideanDistance
Example databases.	example.database zoo.database
Example synthetic database with series belonging to different classes.	example.database2
Example synthetic database with series belonging to different classes.	example.database3
Example series.	example.series example.series1 example.series2 example.series3 example.series4 zoo.series1 zoo.series2
Fourier Coefficient based distance.	FourierDistance
Frechet distance	FrechetDistance
The infinite norm distance.	InfNormDistance
Integrated Periodogram based dissimilarity	IntPerDistance
K medoids clustering for a time series database using the selected distance measure.	KMedoids
LB_Keogh for DTW.	LBKeoghDistance
Longest Common Subsequence distance for Real Sequences.	LCSSDistance
Lp distances.	LPDistance
Manhattan distance.	ManhattanDistance
Symbolic Aggregate Aproximation based dissimilarity	MindistSaxDistance
Minkowski distance.	MinkowskiDistance
Normalized Compression based distance	NCDDistance
1NN classification for a pair of train/test time series datasets.	OneNN
Partial Autocorrelation-based Dissimilarity	PACFDistance
Permutation Distribution Distance	PDCDistance
Periodogram based dissimilarity	PerDistance
Dissimilarity Measure Based on Nonparametric Forecasts	PredDistance
Dissimilarity based on the Generalized Likelihood Ratio Test	SpecGLKDistance
Dissimilarity Based on the Integrated Squared Difference between the Log-Spectra	SpecISDDistance
General Spectral Dissimilarity Measure Using Local-Linear Estima- tion of the Log-Spectra	SpecLLRDistance
Short time series distance (STS).	STSDistance
Time Alignment Measurement (TAM) distance.	TAMDistance
Tquest distance.	TquestDistance
TSdist distance matrix computation.	TSDatabaseDistances
TSdist distance computation.	TSDistances

Package: TSdist 3.7.1

TSdist: Distance Measures for Time Series Data

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