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COMPSCI 276 Fall 2007, Network-Based Reasoning - Bayesian Networks

[ main | homework | handouts | readings | software | links | projects| books ]

Projects

• A list of possible class projects
• David Larkin. Approximate Decomposition: A Method for Bounding Probabilistic and Deterministic Queries
• Arthur Choi and Adnan Darwiche. An Edge Deletion Semantics for Belief Propagation and its Practical Impact on Approximation Quality
• Arthur Choi, Mark Chavira and Adnan Darwiche. Node Splitting: A Scheme for Generating Upper Bounds in Bayesian Networks
• Bayesian LOGic
  • BLOG syntax
  • BLOG: Probabilistic Models with Unknown Objects (IJCAI-05)
  • BLOG: Probabilistic Models with Unknown Objects (chapter)
  • Uncertainty in an Unknown World (presentation)
• Markov Logic
  • Unifying Logical and Statistical AI (presentation)
  • Markov Logic
• UAI online proceedings
School of Information and Computer Science University of California, Irvine, CA 92697-3435 Dr. Rina Dechter dechter at ics.uci.edu