Research Catalog

Title

Computational learning and probabilistic reasoning / edited by A. Gammerman.

Publication

Chichester ; New York : UNICOM : J. Wiley and Sons, [1996], ©1996.

Items in the Library & Off-site

Holdings

Details

Additional Authors

Gammerman, A. (Alexander)

Description

xxv, 312 pages : illustrations; 26 cm

Subjects

• Probabilities > Data processing
• Computational learning theory

Bibliography (note)

• Includes bibliographical references and index.

Contents

• 1. Structures of Statistical Learning Theory / V. Vapnik -- 2. Stochastic Complexity - an Introduction / J. Rissanen -- 3. MML Inference of Predictive Trees, Graphs and Nets / C. S. Wallace -- 4. Learning and Reasoning as Information Compression by Multiple Alignment, Unification and Search / J. G. Wolff -- 5. Probabilistic Association and Denotation in Machine Learning of Natural Language / P. Suppes and L. Liang -- 6. Causation, Action, and Counterfactuals / J. Pearl -- 7. Another Semantics for Pearl's Action Calculus / V. G. Vovk -- 8. Efficient Estimation and Model Selection in Large Graphical Models / D. Wedelin -- 9. T-Normal Distribution on the Bayesian Belief Networks / Yu. N. Blagoveschensky -- 10. Bayesian Belief Networks with an Application in Specific Case Analysis / C. G. G. Aitken, et al -- 11. Baysian Belief Networks and Patient Treatment / L. D. Meshalkin and E. K. Tsybulkin --
• 12. A Higher Order Bayesian Neural Network for Classification and Diagnosis / A. Holst and A. Lansner -- 13. Genetic Algorithms Applied to Bayesian Networks / P. Larranaga, et al -- 14. Rationality, Conditional Independence and Statistical Models of Competition / J. Q. Smith and C. T. J. Allard -- 15. Axioms for Dynamic Programming / P. P. Shenoy -- 16. Mixture-Model Cluster Analysis Using the Projection Pursuit Method / S. Aivazian -- 17. A Parallel k[subscript n]-Nearest Neighbour Classifier for Estimation of Non-Linear Decision Regions / A. Kovalenko -- 18. Extreme Values of Functionals Characterizing Stability of Statistical Decisions / A. V. Nagaev.

ISBN

0471962791

OCLC

• 35701417
• ocm35701417

Owning Institutions

Columbia University Libraries