ts_taxonomy_results: A data frame of 1000 different classified time series data.

Description Usage Format Source

Description

A data frame containing 1000 different classified univariate and multivariate time series data from the tstaxonomyr R package. Each row represents one single time series that is classified on 24 different (statistical) features which are listed in the following item description. All features/columns are factor values of the different classification classes.

Usage

1

Format

A data frame with 1000 elements. Each row represents a time series object that is classified on the following (statistical features) from the tstaxonomyr R package representing the columns of the data frame:

Skewness

The skewness factor of the time series

Kurtosis

The kurtosis factor of the time series

Trend

The trend factor of the time series

Autocorrelation

The autocorrelation factor of the time series

Mean

The mean factor of the time series

StandardDeviation

The sd factor of the time series

NumberOfObservations

The length of the time series

NonLinearity

The non-linearity factor of the time series

Seasonality

The seasonality factor of the time series

Periodicity

The periodicity factor of the time series

Chaos

The chaos factor of the time series

Entropy

The entropy factor of the time series

SelfSimilarity

The self-similarity factor of the time series

feature_dtwdistance

The dynamic time warping distance to other time series blocks

TurningPoints

The number of turning points of the time series

PartialAutocorrelation

The partial autocorrelation factor of the time series

Variance

The variance factor of the time series

Outliers

The number of outliers of the time series

StepChanges

The step changes factor of the time series

Peaks

The number of peaks of the time series

DurbinWatsonTest

The dw test factor of the time series

calculate_determination_coefficient

The R^2 factor of the time series

NumberOfAttributes

The number of features of the time series

ts_name

The name of the time series from the tstaxonomyr package

Source

tstaxonomyr R package https://github.com/mowomoyela/tstaxonomyr


mowomoyela/tsfcmethodr documentation built on May 15, 2019, 4:47 p.m.