Package: Rcatch22 0.2.3

Trent Henderson

Rcatch22: Calculation of 22 CAnonical Time-Series CHaracteristics

Calculate 22 summary statistics coded in C on time-series vectors to enable pattern detection, classification, and regression applications in the feature space as proposed by Lubba et al. (2019) <doi:10.1007/s10618-019-00647-x>.

Authors:Trent Henderson [cre, aut], Carl Lubba [ctb]

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# Install 'Rcatch22' in R:
install.packages('Rcatch22', repos = c('https://hendersontrent.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/hendersontrent/rcatch22/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • feature_list - All features available in Rcatch22 in tidy format

On CRAN:

machine-learningtime-series

6.64 score 22 stars 2 packages 22 scripts 546 downloads 25 exports 2 dependencies

Last updated 2 months agofrom:f7bea04dcb. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 02 2024
R-4.5-win-x86_64NOTENov 02 2024
R-4.5-linux-x86_64NOTENov 02 2024
R-4.4-win-x86_64NOTENov 02 2024
R-4.4-mac-x86_64NOTENov 02 2024
R-4.4-mac-aarch64NOTENov 02 2024
R-4.3-win-x86_64NOTENov 02 2024
R-4.3-mac-x86_64NOTENov 02 2024
R-4.3-mac-aarch64NOTENov 02 2024

Exports:catch22_allCO_Embed2_Dist_tau_d_expfit_meandiffCO_f1ecacCO_FirstMin_acCO_HistogramAMI_even_2_5CO_trev_1_numDN_HistogramMode_10DN_HistogramMode_5DN_MeanDN_OutlierInclude_n_001_mdrmdDN_OutlierInclude_p_001_mdrmdDN_Spread_StdFC_LocalSimple_mean1_tauresratFC_LocalSimple_mean3_stderrIN_AutoMutualInfoStats_40_gaussian_fmmiMD_hrv_classic_pnn40PD_PeriodicityWang_th0_01SB_BinaryStats_diff_longstretch0SB_BinaryStats_mean_longstretch1SB_MotifThree_quantile_hhSB_TransitionMatrix_3ac_sumdiagcovSC_FluctAnal_2_dfa_50_1_2_logi_prop_r1SC_FluctAnal_2_rsrangefit_50_1_logi_prop_r1SP_Summaries_welch_rect_area_5_1SP_Summaries_welch_rect_centroid

Dependencies:Rcpprlang

Introduction to Rcatch22

Trent Henderson

Rendered fromRcatch22.Rmdusingknitr::knitron Nov 02 2024.

Last update: 2022-06-02
Started: 2021-04-10

Readme and manuals

Help Manual

Help pageTopics
Automatically run every time-series feature calculation included in the catch22 setcatch22_all
Function to calculate a statistical featureCO_Embed2_Dist_tau_d_expfit_meandiff
Function to calculate a statistical featureCO_f1ecac
Function to calculate a statistical featureCO_FirstMin_ac
Function to calculate a statistical featureCO_HistogramAMI_even_2_5
Function to calculate a statistical featureCO_trev_1_num
Function to calculate a statistical featureDN_HistogramMode_10
Function to calculate a statistical featureDN_HistogramMode_5
Function to calculate a statistical featureDN_Mean
Function to calculate a statistical featureDN_OutlierInclude_n_001_mdrmd
Function to calculate a statistical featureDN_OutlierInclude_p_001_mdrmd
Function to calculate a statistical featureDN_Spread_Std
Function to calculate a statistical featureFC_LocalSimple_mean1_tauresrat
Function to calculate a statistical featureFC_LocalSimple_mean3_stderr
All features available in Rcatch22 in tidy formatfeature_list
Function to calculate a statistical featureIN_AutoMutualInfoStats_40_gaussian_fmmi
Function to calculate a statistical featureMD_hrv_classic_pnn40
Function to calculate a statistical featurePD_PeriodicityWang_th0_01
Function to calculate a statistical featureSB_BinaryStats_diff_longstretch0
Function to calculate a statistical featureSB_BinaryStats_mean_longstretch1
Function to calculate a statistical featureSB_MotifThree_quantile_hh
Function to calculate a statistical featureSB_TransitionMatrix_3ac_sumdiagcov
Function to calculate a statistical featureSC_FluctAnal_2_dfa_50_1_2_logi_prop_r1
Function to calculate a statistical featureSC_FluctAnal_2_rsrangefit_50_1_logi_prop_r1
Function to calculate a statistical featureSP_Summaries_welch_rect_area_5_1
Function to calculate a statistical featureSP_Summaries_welch_rect_centroid