2007 HiddenConditionalRandomField

• (Quattoni et al., 2007) ⇒ Ariadna Quattoni, Sybor Wang, Louis-Philippe Morency, Michael Collins, Trevor Darrell. (2007). “Hidden Conditional Random Fields.” In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(10). doi:10.1109/TPAMI.2007.1124

Subject Headings: Hidden Conditional Random Field.

Quotes

Abstract

We present a [[Discriminative Latent Variable Model|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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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2007 HiddenConditionalRandomField	Michael Collins Ariadna Quattoni Sybor Wang Louis-Philippe Morency Trevor Darrell			Hidden Conditional Random Fields		IEEE Transactions on Pattern Analysis and Machine Intelligence	http://www.lsi.upc.edu/~aquattoni/AllMyPapers/pami 07.pdf	10.1109/TPAMI.2007.1124		2007