manyseries_to_wordbag: Converts a set of time-series into a single bag of words.

In jmotif: Time Series Analysis Toolkit Based on Symbolic Aggregate Discretization, i.e. SAX

Description

Converts a set of time-series into a single bag of words.

Usage

manyseries_to_wordbag(data, w_size, paa_size, a_size, nr_strategy, n_threshold)

Arguments

data	the timeseries data, row-wise.
w_size	the sliding window size.
paa_size	the PAA size.
a_size	the alphabet size.
nr_strategy	the NR strategy.
n_threshold	the normalization threshold.

References

Senin Pavel and Malinchik Sergey, SAX-VSM: Interpretable Time Series Classification Using SAX and Vector Space Model. Data Mining (ICDM), 2013 IEEE 13th International Conference on, pp.1175,1180, 7-10 Dec. 2013.

Salton, G., Wong, A., Yang., C., A vector space model for automatic indexing. Commun. ACM 18, 11, 613-620, 1975.

jmotif documentation built on March 26, 2020, 7:23 p.m.