Intro: Graphical Models & Belief Propagation Loop Calculus: Exact Inference with BP Matching & Learning with BP Future Challenges (Loop Calculus +) Statistical Inference and Loop Calculus in

Source URL: landau100.itp.ac.ru

Kernel Belief Propagation 1 Le Song,1 Arthur Gretton,1,2 Danny Bickson,1 Yucheng Low,1 Carlos Guestrin1 School of Computer Science, CMU; 2 Gatsby Computational Neuroscience Unit & MPI for Biological Cybernetics

Source URL: select.cs.cmu.edu

• Statistics
• Probability
• Mathematical analysis
• Machine learning
• Hilbert space
• Graphical models
• Probability theory
• Belief propagation
• Coding theory
• Positive-definite kernel
• Mixture model
• Normal distribution

Nonparametric Tree Graphical Models via Kernel Embeddings 1 Le Song,1 Arthur Gretton,1,2 Carlos Guestrin1 School of Computer Science, Carnegie Mellon University; 2 MPI for Biological Cybernetics

Source URL: select.cs.cmu.edu

• Mathematics
• Mathematical analysis
• Hilbert space
• Topology
• Probability theory
• Model theory
• Graphical models
• Reproducing kernel Hilbert space
• Positive-definite kernel
• Embedding
• Belief propagation
• Kalman filter

Kernel Belief Propagation 1 Le Song,1 Arthur Gretton,1,2 Danny Bickson,1 Yucheng Low,1 Carlos Guestrin1 School of Computer Science, CMU; 2 Gatsby Computational Neuroscience Unit & MPI for Biological Cybernetics

Source URL: www.gatsby.ucl.ac.uk

SUBMITTED TO IEEE TRANSACTIONS ON INFORMATION THEORY 100 Binary Intersymbol Interference Channels: Gallager Codes, Density Evolution and Code

Source URL: www.eecs.harvard.edu

• Coding theory
• Error detection and correction
• Discrete mathematics
• Mathematics
• Low-density parity-check code
• Information
• BCJR algorithm
• Belief propagation
• Linear code
• Turbo code
• Information theory
• Generalized distributive law

SRC Technical NoteDecember 11, 1998 A Note on Low Density Parity Check Codes for Erasures and Errors

Source URL: www.eecs.harvard.edu

• Coding theory
• Error detection and correction
• Low-density parity-check code
• Linear code
• Belief propagation

Holographic Transformation, Belief Propagation and Loop Calculus for Generalized Probabilistic Theories Ryuhei Mori Tokyo Institute of Technology

Source URL: www.is.titech.ac.jp

Belief Propagation with Directional Statistics for solving the Shape-from-Shading problem Tom S. F. Haines and Richard C. Wilson The University of York, Heslington, YO10 5DD, U.K.

Source URL: thaines.net

Efficient Belief Propagation for Early Vision Pedro F. Felzenszwalb Computer Science Department, University of Chicago Daniel P. Huttenlocher

Source URL: people.cs.uchicago.edu

CopyCatch: Stopping Group Attacks by Spotting Lockstep Behavior in Social Networks ∗ Alex Beutel

Source URL: www2013.wwwconference.org

• Cluster analysis
• Distributed computing architecture
• MapReduce
• Parallel computing
• Bipartite graph
• Biclustering
• Facebook
• Zarankiewicz problem
• Matching
• Belief propagation
• Recommender system
• Consensus clustering