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» On Latent Belief Structures
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SIGIR
2004
ACM
14 years 3 months ago
Locality preserving indexing for document representation
Document representation and indexing is a key problem for document analysis and processing, such as clustering, classification and retrieval. Conventionally, Latent Semantic Index...
Xiaofei He, Deng Cai, Haifeng Liu, Wei-Ying Ma
CVPR
2003
IEEE
14 years 12 months ago
Nonparametric Belief Propagation
In many applications of graphical models arising in computer vision, the hidden variables of interest are most naturally specified by continuous, non-Gaussian distributions. There...
Erik B. Sudderth, Alexander T. Ihler, William T. F...
ATAL
2004
Springer
14 years 3 months ago
Reasoning about Rationality and Beliefs
In order to succeed, agents playing games must reason about the mechanics of the game, the strategies of other agents, other agents’ reasoning about their strategies, and the ra...
Ya'akov Gal, Avi Pfeffer
NOMS
2002
IEEE
130views Communications» more  NOMS 2002»
14 years 2 months ago
End-to-end service failure diagnosis using belief networks
We present fault localization techniques suitable for diagnosing end-to-end service problems in communication systems with complex topologies. We refine a layered system model th...
Malgorzata Steinder, Adarshpal S. Sethi
AAAI
2010
13 years 11 months ago
Efficient Belief Propagation for Utility Maximization and Repeated Inference
Many problems require repeated inference on probabilistic graphical models, with different values for evidence variables or other changes. Examples of such problems include utilit...
Aniruddh Nath, Pedro Domingos