LPStimeSeries: Learned Pattern Similarity and Representation for Time Series

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Learned Pattern Similarity (LPS) for time series. Implements a novel approach to model the dependency structure in time series that generalizes the concept of autoregression to local auto-patterns. Generates a pattern-based representation of time series along with a similarity measure called Learned Pattern Similarity (LPS). Introduces a generalized autoregressive kernel.This package is based on the 'randomForest' package by Andy Liaw.

Author
Learned Pattern Similarity (LPS) for time series by Mustafa Gokce Baydogan
Date of publication
2015-03-27 18:54:54
Maintainer
Mustafa Gokce Baydogan <baydoganmustafa@gmail.com>
License
GPL (>= 2)
Version
1.0-5
URLs

View on CRAN

Man pages

computeSimilarity
Compute similarity between time series based on learned...
getTreeInfo
Extract a single tree from the ensemble.
GunPoint
The Gun-Point Data
learnPattern
Learn Local Auto-Patterns for Time Series Representation and...
LPSNews
Show the NEWS file
plot.learnPattern
Plot method for learnPattern objects
plotMDS
Multi-dimensional Scaling Plot of Learned Pattern Similarity
predict.learnPattern
predict method for 'learnPattern' objects
tunelearnPattern
Tune Parameters of LPS for Time Series Classification
visualizePattern
Plot of the patterns learned by the ensemble of the...

Files in this package

LPStimeSeries
LPStimeSeries/inst
LPStimeSeries/inst/CITATION
LPStimeSeries/inst/NEWS
LPStimeSeries/src
LPStimeSeries/src/rf.h
LPStimeSeries/src/regTree.c
LPStimeSeries/src/regrf.c
LPStimeSeries/src/rfutils.c
LPStimeSeries/NAMESPACE
LPStimeSeries/data
LPStimeSeries/data/GunPoint.rda
LPStimeSeries/R
LPStimeSeries/R/plot.learnPattern.R
LPStimeSeries/R/plotMDS.R
LPStimeSeries/R/learnPattern.R
LPStimeSeries/R/LPSNews.R
LPStimeSeries/R/visualizePattern.R
LPStimeSeries/R/computeSimilarity.R
LPStimeSeries/R/print.learnPattern.R
LPStimeSeries/R/learnPattern.default.R
LPStimeSeries/R/tunelearnPattern.R
LPStimeSeries/R/predict.learnPattern.R
LPStimeSeries/R/zzz.R
LPStimeSeries/R/getTreeInfo.R
LPStimeSeries/MD5
LPStimeSeries/DESCRIPTION
LPStimeSeries/man
LPStimeSeries/man/computeSimilarity.Rd
LPStimeSeries/man/plot.learnPattern.Rd
LPStimeSeries/man/getTreeInfo.Rd
LPStimeSeries/man/plotMDS.Rd
LPStimeSeries/man/GunPoint.Rd
LPStimeSeries/man/tunelearnPattern.Rd
LPStimeSeries/man/learnPattern.Rd
LPStimeSeries/man/visualizePattern.Rd
LPStimeSeries/man/predict.learnPattern.Rd
LPStimeSeries/man/LPSNews.Rd