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» The Structure of Factor Oracles
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JMLR
2006
118views more  JMLR 2006»
15 years 19 days ago
Learning Factor Graphs in Polynomial Time and Sample Complexity
We study the computational and sample complexity of parameter and structure learning in graphical models. Our main result shows that the class of factor graphs with bounded degree...
Pieter Abbeel, Daphne Koller, Andrew Y. Ng
JMLR
2006
190views more  JMLR 2006»
15 years 19 days ago
Causal Graph Based Decomposition of Factored MDPs
We present Variable Influence Structure Analysis, or VISA, an algorithm that performs hierarchical decomposition of factored Markov decision processes. VISA uses a dynamic Bayesia...
Anders Jonsson, Andrew G. Barto
102
Voted
JMLR
2010
169views more  JMLR 2010»
14 years 7 months ago
Factored 3-Way Restricted Boltzmann Machines For Modeling Natural Images
Deep belief nets have been successful in modeling handwritten characters, but it has proved more difficult to apply them to real images. The problem lies in the restricted Boltzma...
Marc'Aurelio Ranzato, Alex Krizhevsky, Geoffrey E....
84
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SIAMMAX
2010
105views more  SIAMMAX 2010»
14 years 7 months ago
Construction of Covariance Matrices with a Specified Discrepancy Function Minimizer, with Application to Factor Analysis
The main goal of this paper is to develop a numerical procedure for construction of covariance matrices such that for a given covariance structural model and a discrepancy function...
So Yeon Chun, A. Shapiro
76
Voted
SAC
2002
ACM
15 years 10 days ago
Individual-based simulation of the clustering behaviour of epidermal growth factor receptors
This paper describes ongoing work on a project to simulate the behaviour of epidermal growth factor receptors. These are structures which can be found on the surface of cells in th...
Jacki P. Goldman, William J. Gullick, Dennis Bray,...