State-Space Dynamics Distance for Clustering Sequential Data

Darío García-García, Emilio Parrado-Hernández, Fernando Díaz-de-María

This paper proposes a novel similarity measure for clustering sequential data. We first construct a common state-space by training a single probabilistic model with all the sequenc…