Time series clustering utilities


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Documentation for package ‘TSclust’ version 1.1

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TSclust-package Package for Time Series Clustering.
cluster.evaluation Clustering Evaluation Index Based on Known Ground Truth
diss.ACF Autocorrelation-based Dissimilarity
diss.AR.LPC.CEPS Dissimilarity Based on LPC Cepstral Coefficients
diss.AR.MAH Model-based Dissimilarity Proposed by Maharaj (1996, 2000)
diss.AR.PIC Model-based Dissimilarity Measure Proposed by Piccolo (1990)
diss.COR Correlation-based Dissimilarity
diss.CORT Dissimilarity Index Combining Temporal Correlation and Raw Values Behaviors
diss.DWT Dissimilarity for Time Series Based on Wavelet Feature Extraction
diss.INT.PER Integrated Periodogram Based Dissimilarity
diss.PACF Autocorrelation-based Dissimilarity
diss.PER Periodogram Based Dissimilarity
diss.PRED Dissimilarity Measure Based on Nonparametric Forecast
diss.SPEC.GLK Dissimilarity based on the Generalized Likelihood Ratio Test
diss.SPEC.ISD Dissimilarity Based on the Integrated Squared Difference between the Log-Spectra
diss.SPEC.LLR General Spectral Dissimilarity Measure Using Local-Linear Estimation of the Log-Spectra
electricity Hourly Electricity Prices in the Spanish Market
interest.rates Long-Term Interest Rates from 1995 to 2012
multidiss.AR.LPC.CEPS Dissimilarity Based on LPC Cepstral Coefficients
multidiss.AR.PIC Model-based Dissimilarity Measure Proposed by Piccolo (1990)
multidiss.PRED Dissimilarity Measure Based on Nonparametric Forecast
pvalues.clust Clustering Algorithm Based on p-values.
synthetic.tseries Synthetic Time Series for Clustering Performace Comparisons.