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» The Convergence of Contrastive Divergences
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JMLR
2012
13 years 8 months ago
Message-Passing Algorithms for MAP Estimation Using DC Programming
We address the problem of finding the most likely assignment or MAP estimation in a Markov random field. We analyze the linear programming formulation of MAP through the lens of...
Akshat Kumar, Shlomo Zilberstein, Marc Toussaint
ICML
2006
IEEE
16 years 6 months ago
The rate adapting poisson model for information retrieval and object recognition
Probabilistic modelling of text data in the bagof-words representation has been dominated by directed graphical models such as pLSI, LDA, NMF, and discrete PCA. Recently, state of...
Peter V. Gehler, Alex Holub, Max Welling
ISN
1995
Springer
109views Communications» more  ISN 1995»
15 years 9 months ago
Issues in the Integration of IN and TMN
Over recent years, the need to introduce rapidly new telecommunications services has led to the development of the Intelligent Network (IN). These services and the increasingly com...
George Pavlou, David Griffin
SGP
2004
15 years 8 months ago
Differentiable Parameterization of Catmull-Clark Subdivision Surfaces
Subdivision-based representations are recognized as important tools for the generation of high-quality surfaces for Computer Graphics. In this paper we describe two parameterizati...
Ioana M. Boier-Martin, Denis Zorin
NIPS
2004
15 years 7 months ago
Exponential Family Harmoniums with an Application to Information Retrieval
Directed graphical models with one layer of observed random variables and one or more layers of hidden random variables have been the dominant modelling paradigm in many research ...
Max Welling, Michal Rosen-Zvi, Geoffrey E. Hinton