Time Series with Matrix Profile


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Documentation for package ‘tsmp’ version 0.4.15

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analyze Runs an appropriate workflow based on the parameters passed in.
as.arccount Convert a TSMP object into another if possible
as.chain Convert a TSMP object into another if possible
as.discord Convert a TSMP object into another if possible
as.fluss Convert a TSMP object into another if possible
as.matrixprofile Convert a TSMP object into another if possible
as.motif Convert a TSMP object into another if possible
as.multimatrixprofile Convert a TSMP object into another if possible
as.multimotif Convert a TSMP object into another if possible
as.pmp Convert a TSMP object into another if possible
as.salient Convert a TSMP object into another if possible
as.valmod Convert a TSMP object into another if possible
av_apply Corrects the matrix profile using an annotation vector
av_complexity Computes the annotation vector that favors complexity
av_hardlimit_artifact Computes the annotation vector that suppresses hard-limited artifacts
av_motion_artifact Computes the annotation vector that suppresses motion artifacts
av_stop_word Computes the annotation vector that suppresses stop-word motifs
av_zerocrossing Computes the annotation vector that favors number of zero crossing
compute Computes the Matrix Profile or Pan-Matrix Profile
discords Search for Discord
dist_profile Calculates the distance profile using MASS algorithms
fast_avg_sd Fast implementation of moving average and moving standard deviation
fast_movavg Fast implementation of moving average
fast_movsd Fast implementation of moving standard deviation
find_chains Find Time Series Chains
find_discord Search for Discord
find_discord.MatrixProfile Search for Discord
find_discord.PMP Search for Discord
find_motif Search for Motifs
find_motif.MatrixProfile Search for Motifs
find_motif.MultiMatrixProfile Search for Motifs
find_motif.PMP Search for Motifs
find_snippet Time Series Snippets: A New Primitive for Time Series Data Mining
floss Fast Low-cost Online Semantic Segmentation (FLOSS)
floss_cac FLOSS - Corrected Arc Counts
floss_extract FLOSS - Extract Segments
fluss Fast Low-cost Unipotent Semantic Segmentation (FLUSS)
fluss_cac FLUSS - Corrected Arc Counts
fluss_extract FLUSS - Extract Segments
fluss_score FLUSS - Prediction score calculation
get_data Get the data included in a TSMP object, if any.
mass_v3 Calculates the distance profile using MASS_V3 algorithm
min_mp_idx Get index of the minimum value from a matrix profile and its nearest neighbor
motifs Search for Motifs
motifs_discords_small Just a synthetic dataset for testing
mpdist MPdist - Distance between Time Series using Matrix Profile
mpx Fast implementation of MP and MPI for internal purposes, without FFT
mp_fluss_data Original data used in the FLUSS paper
mp_gait_data Original data used in the Time Series Chain demo
mp_meat_data Original data used in the Salient Subsequences demo
mp_test_data Original data used in the STDS demo
mp_toy_data Original data used in the mSTAMP demo
mstomp Multivariate STOMP algorithm Parallel version
mstomp_par Multivariate STOMP algorithm Parallel version
plot Plot a TSMP object
plot.ArcCount Plot a TSMP object
plot.Chain Plot a TSMP object
plot.Discord Plot a TSMP object
plot.Floss Plot a TSMP object
plot.Fluss Plot a TSMP object
plot.MatrixProfile Plot a TSMP object
plot.Motif Plot a TSMP object
plot.MultiMatrixProfile Plot a TSMP object
plot.MultiMotif Plot a TSMP object
plot.PMP Plot a TSMP object
plot.Salient Plot a TSMP object
plot.SimpleMatrixProfile Plot a TSMP object
plot.Snippet Plot a TSMP object
plot.Valmod Plot a TSMP object
plot_arcs Plot arcs between indexes of a Profile Index
pmp Pan-Matrix Profile
pmp_upper_bound Pan Matrix Profile upper bound
read Read TSMP object from JSON file.
remove_class Remove a 'TSMP' class from an object
salient_mds Convert salient sequences into MDS space
salient_score Computes the F-Score of salient algorithm.
salient_subsequences Framework for retrieve salient subsequences from a dataset
scrimp Anytime univariate SCRIMP++ algorithm
sdts_predict Framework for Scalable Dictionary learning for Time Series (SDTS) prediction function
sdts_score Computes the F-Score of a SDTS prediction
sdts_train Framework for Scalable Dictionary learning for Time Series (SDTS) training function
set_data Set/changes the data included in TSMP object.
simple_fast Compute the join similarity for Sound data
stamp Anytime univariate STAMP algorithm Parallel version
stamp_par Anytime univariate STAMP algorithm Parallel version
stomp Univariate STOMP algorithm
stompi_update Real-time STOMP algorithm
stomp_par Univariate STOMP algorithm
tsmp Computes the Matrix Profile and Profile Index
valmod Variable Length Motif Discovery
visualize Plots an object generated from one of the algorithms. In some cases multiple plots will be generated
write Write a TSMP object to JSON file.
write.MatrixProfile Write a TSMP object to JSON file.
write.PMP Write a TSMP object to JSON file.