Kieran Richards

Nonparametric Bayesian Multi-Facet Clustering for Longitudinal Data

Complex real-world time series data are inherently multi-faceted, e.g., temporal data can be described by seasonality and trend. Popular clustering methods typically aggregate information from all facets, treating them collectively rather than individually. This aggregation may diminish the interpre