Statistical Physics, Optimization, Inference, and Message-Passing Algorithms

Statistical Physics, Optimization, Inference, and Message-Passing Algorithms

Lecture Notes of the Les Houches School of Physics: Special Issue, October 2013

; ; ; ; ;

Oxford University Press

12/2015

320

Dura

Inglês

9780198743736

15 a 20 dias

790

Descrição não disponível.
1. Statistical inference with probablistic graphical moddels ; 2. Computational Complexity, Phase Transitions, and Message-Passing for Community Detection ; 3. Replica Theory and Spin Glasses ; 4. Cavity method: message passing from a physics perspective ; 5. Statistical Estimation: From Dnoising to Sparse Regression and Hidden Cliques ; 6. Error correcting codes and spatial coupling ; 7. Contraint satisfaction - Random regular k-SAT ; 8. Local Algorithms for Graphs ; 9. Expectation Propagation ; 10. A cavity approach to optimisation and inverse dynamical problems
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