Package: TSEAL 0.1.3

Iván Velasco

TSEAL: Time Series Analysis Library

The library allows to perform a multivariate time series classification based on the use of Discrete Wavelet Transform for feature extraction, a step wise discriminant to select the most relevant features and finally, the use of a linear or quadratic discriminant for classification. Note that all these steps can be done separately which allows to implement new steps. Velasco, I., Sipols, A., de Blas, C. S., Pastor, L., & Bayona, S. (2023) <doi:10.1186/S12938-023-01079-X>. Percival, D. B., & Walden, A. T. (2000,ISBN:0521640687). Maharaj, E. A., & Alonso, A. M. (2014) <doi:10.1016/j.csda.2013.09.006>.

Authors:Iván Velasco [aut, cre, cph]

TSEAL_0.1.3.tar.gz



manual.pdf |manual.html
card.svg |card.png
TSEAL/json (API)

# Install 'TSEAL' in R:
install.packages('TSEAL', repos = c('https://vg-lab.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/vg-lab/tseal/issues

On CRAN:

Conda:

2.00 score 1 scripts 18 downloads 15 exports 89 dependencies

Last updated from:425531b1a0. Checks:7 FAIL, 1 OK, 1 WARNING. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64FAIL137
source / vignettesOK215
linux-release-x86_64WARNING445
macos-devel-arm64FAIL109
macos-release-arm64FAIL102
windows-develFAIL196
windows-releaseFAIL85
windows-oldrelFAIL197
wasm-releaseFAIL137

Exports:availableFeaturesavailableFilterschooseLevelclassifyextractSubsetgenerateStepDiscrimKFCVLOOCVMultiWaveAnalysisSameDiscrimStepDiscrimStepDiscrimVtestFilterstestModeltrainModel

Dependencies:backportsBHbigmemorybigmemory.sricaretcheckmateclasscliclockcodetoolscpp11crayondata.tablediagramdigestdplyre1071farverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlobstrlubridatemagrittrMASSMatrixModelMetricsmultitapernlmennetnumDerivparallellypillarpkgconfigplyrprettyunitspROCprodlimprogressrproxypryrpurrrR6RColorBrewerRcpprecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstatcompstringistringrsurvivalsynchronicitytibbletidyrtidyselecttimechangetimeDatetzdbutf8uuidvctrsviridisLitewaveslimwdmwithrzoo