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APPML
2010
101views more  APPML 2010»
13 years 7 months ago
Positive periodic solutions for higher order functional difference equations
In this paper, we apply a fixed point theorem to obtain sufficient conditions for the existence of positive periodic solutions for two classes of higher-order functional differenc...
Weibing Wang, Xinhong Chen
POPL
2009
ACM
14 years 8 months ago
Automatic modular abstractions for linear constraints
c Modular Abstractions for Linear Constraints David Monniaux VERIMAG June 27, 2008 se a method for automatically generating abstract transformers for static by abstract interpreta...
David Monniaux
CORR
2010
Springer
142views Education» more  CORR 2010»
13 years 7 months ago
Graph Zeta Function in the Bethe Free Energy and Loopy Belief Propagation
We propose a new approach to the analysis of Loopy Belief Propagation (LBP) by establishing a formula that connects the Hessian of the Bethe free energy with the edge zeta functio...
Yusuke Watanabe, Kenji Fukumizu
CEC
2005
IEEE
13 years 9 months ago
A note on the population based incremental learning with infinite population size
In this paper, we study the dynamical properties of the population based incremental learning (PBIL) algorithm when it uses truncation, proportional, and Boltzmann selection schema...
Reza Rastegar, Mohammad Reza Meybodi
JMLR
2010
105views more  JMLR 2010»
13 years 2 months ago
On the Convergence Properties of Contrastive Divergence
Contrastive Divergence (CD) is a popular method for estimating the parameters of Markov Random Fields (MRFs) by rapidly approximating an intractable term in the gradient of the lo...
Ilya Sutskever, Tijmen Tieleman