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Hidden process models

Published • Jan 1, 2006
NobleIDNI0P71W35R47S29
Authors:
Rebecca Hutchinson
,
Tom M. Mitchell
,
Indrayana Rustandi

Abstract

We introduce Hidden Process Models (HPMs), a class of probabilistic models for multivariate time series data. The design of HPMs has been motivated by the challenges of modeling hidden cognitive processes in the brain, given functional Magnetic Resonance Imaging (fMRI) data. fMRI data is sparse, hig...

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