Advances in Bayesian Networks - Softcover

Softcover

ISBN 10: 3642535518 ISBN 13: 9783642535512

Publisher: Springer, 2014

Synopsis

Hypercausality, Randomisation Local and Global Independence.- Interface Verification for Multiagent Probabilistic Inference.- Optimal Time-Space Tradeoff In Probabilistic Inference.- Hierarchical Junction Trees.- Algorithms for Approximate Probability Propagation in Bayesian Networks.- Abductive Inference in Bayesian Networks: A Review.- Causal Models, Value of Intervention, and Search for Opportunities.- Advances in Decision Graphs.- Real-World Applications of Influence Diagrams.- Learning Bayesian Networks by Floating Search Methods.- A Graphical Meta-Model for Reasoning about Bayesian Network Structure.- Restricted Bayesian Network Structure Learning.- Scaled Conjugate Gradients for Maximum Likelihood: An Empirical Comparison with the EM Algorithm.- Learning Essential Graph Markov Models from Data.- Fast Propagation Algorithms for Singly Connected Networks and their Applications to Information Retrieval.- Continuous Speech Recognition Using Dynamic Bayesian Networks: A Fast Decoding Algorithm.- Applications of Bayesian Networks in Meteorology.

Edition details

• Publisher: Springer
• Publication date: 2014
• Language: English
• ISBN 10: 3642535518
• ISBN 13: 9783642535512
• Binding: Paperback
• Number of pages: 344
• Editor: Gamez Jose A, Moral Serafin, Salmeron Cerdan Antonio