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cs.LG2013★ 2.1k cited
Probabilistic Latent Semantic Analysis
Thomas Hofmann
Probabilistic Latent Semantic Analysis is a novel statistical technique for the analysis of two-mode and co-occurrence data, which has applications in information retrieval and fil…
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…