Readings and other resources in module order

Z-normalization

An overview of Z-normalization.

algorithm

Piecewise Aggregate Approximation (PAA)

An overview of PAA algorithm.

algorithm

Symbolic Aggregate Approximation (SAX)

An overview of SAX discretization algorithm.

algorithm

Time series discretization via sliding window

An overview of time series discretization via sliding window.

algorithm

SAX numerosity reduction

SAX Discretization numerosity reduction

algorithm

TFIDF statistics

TF*IDF statistics overview.

algorithm

Cosine similarity

Cosine similarity.

algorithm

Interpretable time series classification with SAX-VSM

SAX-VSM algorithm description.

algorithm

Time series motif discovery.

Time series recurrent patterns discovery.