NIPS*2002 post conference workshop on

Propagation Algorithms on Graphs with Cycles:
Theory and Applications

December 13th and 14th, 2002, Whistler

Program

December 13th, 2002
Morning Session (7:30 - 10:30)
7:30 S. Ikeda,  Opening Remarks
7:35-8:00 I. RishIBM T.J. Watson Research Center
From constraint propagation to belief propagation: local inference with nearly- deterministic probabilities
8:00-8:25 L. OrtizUniv. of Pennsylvania
Nash propagation for graphical games and its relation to belief propagation and CSPs
-- Coffee break --
8:40-9:05 T. TanakaTokyo Metropolitan Univ.
Approximate belief propagation, density evolution, and statistical neurodynamics for multiuser detection of code- division multiple- access systems
9:05-9:30 Y. KabashimaTokyo Inst. of Tech.
A mean field approach to the CDMA multiuser detection
9:30-10:30 Poster viewing
Evening Session (16:00-19:00)
16:00-16:25 E. SudderthMassachusetts Inst. of Tech.
Nonparametric belief propagation
16:25-16:50 S. IkedaKyushu Inst. of Tech.
Loopy belief propagation from information geometrical viewpoint
-- Coffee break --
17:05-17:30 S. TatikondaYale Univ.
Convergence conditions for the loopy belief propagation algorithm
17:30-17:55 M. WainwrightUniv. of Calfornia at Berkeley
Convex and semidefinite relaxations for approximate inference in graphs with cycles
17:55-18:10 S. ThrunCarnegie Mellon Univ.
Learning sparse Gaussian Markov random field in robotics
18:10-19:00 Poster viewing


December 14th, 2002
Morning Session (7:30 - 10:30)
7:30-7:55 H. KappenUniv. of Nijmegen
The cluster variation method for approximate inference
7:55-8:20 K. TanakaTohoku Univ.
Cluster variation method for correlation function of probabilistic model with loopy graphical structure
-- Coffee break --
8:35-9:00 M. WellingUniv. of Toronto
Propagation rules for linear response estimates of joint pairwise probabilities
9:00-9:25 J. YedidiaMitsubishi Electric Research Laboratories
Generating code representations suitable for belief propagation decoding
9:25-9:40 O. WintherTechnical Univ. of Denmark
Towards more accurate free energies
9:25-10:30 Poster viewing
Evening Session (16:00-19:00)
16:00-16:25 T. HeskesUniv. of Nijmegen
Loopy belief propagation for approximate inference in hybrid Bayesian networks
16:25-16:50 R. PalankiCalifornia Inst. of Tech.
A provably convergent belief optimization algorithm
-- Coffee break --
17:05-17:30 A. YuilleUniv. of California, Los Angels
CCCP, MIME, and the max clique problem
17:30-17:55 W. FreemanMassachusetts Inst. of Tech.
Applications of belief propagation in vision and graphics
17:55-18:55 Poster viewing
18:55 M. Welling,  Closing Remarks

Last modified: Thu Dec 5 18:13:34 JST 2002