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Optimization and inference are two important computational problems that arise in many machine learning and physical contexts. Bayesian inference consists of the computation of marginal probabilities in high dimensional probability models. It is at the core of many machine learning applications such as computer vision, robotics, expert systems and pattern recognition. Also optimization is found in many applications such as optimal control, Markov decision processes and expert systems.
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Lectures
Bounds and estimates for BP convergence on binary undirected graphical models
Feb 25, 2007
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4421 Views
Advanced message passing techniques for distributed storage
Feb 25, 2007
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3430 Views
From clustering to algorithms
Feb 25, 2007
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4642 Views
A statistical mechanics analysis of ncoded CDMA with regular LDPC codes
Feb 25, 2007
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3378 Views
Generalized Belief Propagation Receiver for Near-Optimal Detection of Two-Dimens...
Feb 25, 2007
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3337 Views
Replica symmetry breaking in the `small world' spin glass
Feb 25, 2007
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3886 Views
Estimating MAP-configurations in graphical models by exploiting structure
Feb 25, 2007
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4304 Views
Kikuchi free energies with weak consistency constraints: change point learning i...
Feb 25, 2007
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3014 Views
Unified survey-belief propagation approach for satisfiability
Feb 25, 2007
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3760 Views
Cluster Variation Method: from statistical mechanics to message passing algorith...
Feb 25, 2007
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6659 Views
Modified Belief Propagation: an Algorithm for Optimization Problems
Feb 25, 2007
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4652 Views
Approximations with Reweighted Generalized Belief Propagation
Feb 25, 2007
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3530 Views
Expectation Consistent Approximate Inference
Feb 25, 2007
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3562 Views
Application of expectation consistent approximate inference
Feb 25, 2007
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3144 Views
Sequential Superparamagnetic Clustering as Network Self-organisation Process
Feb 25, 2007
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4830 Views
Leave-one-out prediction error as a diagnostic tool
Feb 25, 2007
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3287 Views
A path integral approach to stochastic optimal control
Feb 25, 2007
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7480 Views
Measures of behavior from periodic orbits
Feb 25, 2007
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3051 Views