SyntheticData2: SyntheticData2

In ctsfeatures: Analyzing Categorical Time Series

SyntheticData2

Description

Synthetic dataset containing 80 CTS generated from four different generating processes.

Usage

data(SyntheticData2)

Format

A tsibble with four columns, which are:

Value

The categorical values of the time series in the dataset.

Series

Integer values indicating the considered time series (there are 80 time series in the dataset).

Time

Integer values indicating the temporal indexes of the observations.

Class

Integer values indicating the class of each time series.

@details The column Value is the concatenation of 80 time series of length 600 taking three categorical values. Series 1-20, 21-40, 41-60 and 61-80 were generated from Hidden Markov Models with different matrices of transition and emission probabilities (see Scenario 2 in \insertCitelopez2023hard;textualctsfeatures). Therefore, there are 4 different classes in the dataset.

References

\insertRef

lopez2023hardctsfeatures

ctsfeatures documentation built on May 29, 2024, 11:37 a.m.