Deep Markov Spatio-Temporal Factorization

1 code implementation • 22 Mar 2020 • Amirreza Farnoosh, Behnaz Rezaei, Eli Zachary Sennesh, Zulqarnain Khan, Jennifer Dy, Ajay Satpute, J. Benjamin Hutchinson, Jan-Willem van de Meent, Sarah Ostadabbas

This results in a flexible family of hierarchical deep generative factor analysis models that can be extended to perform time series clustering or perform factor analysis in the presence of a control signal.

Clustering Time Series +3

Neural Topographic Factor Analysis for fMRI Data

no code implementations • NeurIPS 2020 • Eli Sennesh, Zulqarnain Khan, Yiyu Wang, Jennifer Dy, Ajay B. Satpute, J. Benjamin Hutchinson, Jan-Willem van de Meent

Neuroimaging studies produce gigabytes of spatio-temporal data for a small number of participants and stimuli.