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2004

Exponential Families for Conditional Random Fields

11 years 3 months ago
Exponential Families for Conditional Random Fields
In this paper we define conditional random fields in reproducing kernel Hilbert spaces and show connections to Gaussian Process classification. More specifically, we prove decomposition results for undirected graphical models and we give constructions for kernels. Finally we present efficient means of solving the optimization problem using reduced rank decompositions and we show how stationarity can be exploited efficiently in the optimization process.
Yasemin Altun, Alexander J. Smola, Thomas Hofmann
Added 31 Oct 2010
Updated 31 Oct 2010
Type Conference
Year 2004
Where UAI
Authors Yasemin Altun, Alexander J. Smola, Thomas Hofmann
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