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Showing 2012 · cs.LGShow all
3 papers · 2 filters
cs.LG2012★ 1 cited
Exponential Families for Conditional Random Fields
Yasemin Altun, Alex Smola, Thomas Hofmann
In this paper we de ne conditional random elds in reproducing kernel Hilbert spaces and show connections to Gaussian Process classi cation. More speci cally, we prove decomposition…
cs.LG2012★ 21 cited
A Non-Parametric Bayesian Method for Inferring Hidden Causes
Frank Wood, Thomas Griffiths, Zoubin Ghahramani
We present a non-parametric Bayesian approach to structure learning with hidden causes. Previous Bayesian treatments of this problem define a prior over the number of hidden causes…
cs.LG2012★ 17 cited
The Nonparametric Metadata Dependent Relational Model
Dae Il Kim, Michael Hughes, Erik Sudderth
We introduce the nonparametric metadata dependent relational (NMDR) model, a Bayesian nonparametric stochastic block model for network data. The NMDR allows the entities associated…