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2009 IEEE Information Theory Workshop Estimating the Partition Function of 2-D Fields and the Capacity of Constrained Noiseless 2-D Channels Using Tree-Based Gibbs Sampling

By Hans-andrea Loeliger and Mehdi Molkaraie


Abstract—Tree-based Gibbs sampling (proposed by Hamze and de Freitas) is used to compute a Monte-Carlo estimate of the partition function of factor graphs with cycles. The proposed method can be used, in particular, to compute the capacity of noiseless constrained 2-D channels. I

Year: 2010
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