LPStimeSeries: Learned Pattern Similarity and Representation for Time Series
Version 1.0-5

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.

Browse man pages Browse package API and functions Browse package files

AuthorLearned Pattern Similarity (LPS) for time series by Mustafa Gokce Baydogan
Date of publication2015-03-27 18:54:54
MaintainerMustafa Gokce Baydogan <baydoganmustafa@gmail.com>
LicenseGPL (>= 2)
Version1.0-5
URL http://www.mustafabaydogan.com/learned-pattern-similarity-lps.html
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("LPStimeSeries")

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...

Functions

GunPoint Man page
LPSNews Man page Source code
computeSimilarity Man page Source code
getTreeInfo Man page Source code
learnPattern Man page
learnPattern.default Man page
onAttach Source code
plot.learnPattern Man page Source code
plotMDS Man page Source code
predict.learnPattern Man page
print.learnPattern Man page
tunelearnPattern Man page Source code
visualizePattern Man page Source code

Files

inst
inst/CITATION
inst/NEWS
src
src/rf.h
src/regTree.c
src/regrf.c
src/rfutils.c
NAMESPACE
data
data/GunPoint.rda
R
R/plot.learnPattern.R
R/plotMDS.R
R/learnPattern.R
R/LPSNews.R
R/visualizePattern.R
R/computeSimilarity.R
R/print.learnPattern.R
R/learnPattern.default.R
R/tunelearnPattern.R
R/predict.learnPattern.R
R/zzz.R
R/getTreeInfo.R
MD5
DESCRIPTION
man
man/computeSimilarity.Rd
man/plot.learnPattern.Rd
man/getTreeInfo.Rd
man/plotMDS.Rd
man/GunPoint.Rd
man/tunelearnPattern.Rd
man/learnPattern.Rd
man/visualizePattern.Rd
man/predict.learnPattern.Rd
man/LPSNews.Rd
LPStimeSeries documentation built on May 19, 2017, 8:47 p.m.