Mixture of Coupled HMMs for Robust Modeling of Multivariate Healthcare Time Series

1 code implementation • 14 Nov 2023 • Onur Poyraz, Pekka Marttinen

Experiments on challenging real-world epidemiological and semi-synthetic data demonstrate the advantages of the M-CHMM: improved data fit, capacity to efficiently handle missing and noisy measurements, improved prediction accuracy, and ability to identify interpretable subsets in the data.

Time Series