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mlmts  

Machine Learning Algorithms for Multivariate Time Series
View on CRAN: Click here


Download and install mlmts package within the R console
Install from CRAN:
install.packages("mlmts")

Install from Github:
library("remotes")
install_github("cran/mlmts")

Install by package version:
library("remotes")
install_version("mlmts", "1.1.2")



Attach the package and use:
library("mlmts")
Maintained by
Angel Lopez-Oriona
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-02-21
Latest Update: 2023-01-22
Description:
An implementation of several machine learning algorithms for multivariate time series. The package includes functions allowing the execution of clustering, classification or outlier detection methods, among others. It also incorporates a collection of multivariate time series datasets which can be used to analyse the performance of new proposed algorithms. Some of these datasets are stored in GitHub data packages 'ueadata1' to 'ueadata8'. To access these data packages, run 'install.packages(c('ueadata1', 'ueadata2', 'ueadata3', 'ueadata4', 'ueadata5', 'ueadata6', 'ueadata7', 'ueadata8'), repos='')'. The installation takes a couple of minutes but we strongly encourage the users to do it if they want to have available all datasets of mlmts. Practitioners from a broad variety of fields could benefit from the general framework provided by 'mlmts'.
How to cite:
Angel Lopez-Oriona (2022). mlmts: Machine Learning Algorithms for Multivariate Time Series. R package version 1.1.2, https://cran.r-project.org/web/packages/mlmts. Accessed 21 Nov. 2024.
Previous versions and publish date:
1.0.0 (2022-02-21 09:50), 1.0.1 (2022-04-19 16:42), 1.1.0 (2022-11-21 13:40), 1.1.1 (2023-01-22 22:30)
Other packages that cited mlmts R package
View mlmts citation profile
Other R packages that mlmts depends, imports, suggests or enhances
Complete documentation for mlmts
Functions, R codes and Examples using the mlmts R package
Some associated functions: ArticularlyWordRecognition . AtrialFibrillation . BasicMotions . CharacterTrajectories . Cricket . DuckDuckGeese_1 . DuckDuckGeese_2 . ERing . EigenWorms_1 . EigenWorms_2 . Epilepsy . EthanolConcentration . FinancialData . FingerMovements . HandMovementDirection . Handwriting . Heartbeat . JapaneseVowels . LSST . Libras . MotorImagery . NATOPS . PEMS_SF_1 . PEMS_SF_2 . PenDigits . Phoneme . RacketSports . SelfRegulationSCP1 . SelfRegulationSCP2 . SpokenArabicDigits . StandWalkJump . SyntheticData1 . SyntheticData2 . UWaveGestureLibrary . dis_2dsvd . dis_cor . dis_dtw_1 . dis_dtw_2 . dis_eros . dis_eucl . dis_frechet . dis_gcc . dis_hwl . dis_lpp . dis_mahalanobis . dis_mahalanobis_dtw . dis_mcc . dis_modwt . dis_pca . dis_ppca . dis_qcd . dis_qcf . dis_spectral . dis_swmd . dis_var_1 . dis_var_2 . dis_www . dis_zagorecki . f4_classifier . knn_classifier . mc2pca_clustering . mlmts . mts_forecasting . mts_plot . outlier_detection . plot_2d_scaling . vpca_clustering . 
Some associated R codes: ArticularlyWordRecognition.R . AtrialFibrillation.R . BasicMotions.R . CharacterTrajectories.R . Cricket.R . DuckDuckGeese_1.R . DuckDuckGeese_2.R . ERing.R . EigenWorms_1.R . EigenWorms_2.R . Epilepsy.R . EthanolConcentration.R . FinancialData.R . FingerMovements.R . HandMovementDirection.R . Handwriting.R . Heartbeat.R . JapaneseVowels.R . LSST.R . Libras.R . MotorImagery.R . NATOPS.R . PEMS_SF_1.R . PEMS_SF_2.R . PenDigits.R . Phoneme.R . RacketSports.R . SelfRegulationSCP1.R . SelfRegulationSCP2.R . SpokenArabicDigits.R . StandWalkJump.R . SyntheticData1.R . SyntheticData2.R . UWaveGestureLibrary.R . auxiliary_2dsvd_function.R . auxiliary_cor_function.R . auxiliary_dtw_mahalanobis_function.R . auxiliary_eros_function.R . auxiliary_forecasting_function.R . auxiliary_gcc_function.R . auxiliary_hwl_function.R . auxiliary_lpp_function.R . auxiliary_mahalanobis_function.R . auxiliary_mc2pca_function.R . auxiliary_mcc_function.R . auxiliary_modwt_function.R . auxiliary_pca_function.R . auxiliary_ppca_function.R . auxiliary_qaf_function.R . auxiliary_qcd_function.R . auxiliary_spectral_function.R . auxiliary_var_1_function.R . auxiliary_var_2_function.R . auxiliary_vpca_function.R . auxiliary_www_function.R . auxiliary_zagorecki_function.R . check_mts.R . check_mts_rows.R . dis_2dsvd.R . dis_cor.R . dis_dtw_1.R . dis_dtw_2.R . dis_eros.R . dis_eucl.R . dis_frechet.R . dis_gcc.R . dis_hwl.R . dis_lpp.R . dis_mahalanobis.R . dis_mahalanobis_dtw.R . dis_mcc.R . dis_modwt.R . dis_pca.R . dis_ppca.R . dis_qcd.R . dis_qcf.R . dis_spectral.R . dis_swmd.R . dis_var_1.R . dis_var_2.R . dis_www.R . dis_zagorecki.R . f4_classifier.R . fuzzytocrisp.R . knn_classifier.R . listTomatrix.R . mc2pca_clustering.R . mts_forecasting.R . mts_plot.R . outlier_detection.R . package-mlmts.R . plot_2d_scaling.R . vpca_clustering.R .  Full mlmts package functions and examples
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