Hidden conditional random fields.

Quattoni, Ariadna; Wang, Sybor; Morency, Louis-Philippe; Collins, Michael; Darrell, Trevor · IEEE Trans Pattern Anal Mach Intell · 2007

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Abstract

We present a discriminative latent variable model for classification problems in structured domains where inputs can be represented by a graph of local observations. A hidden-state Conditional Random Field framework learns a set of latent variables conditioned on local features. Observations need not be independent and may overlap in space and time.

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