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.
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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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