Bayesian artificial intelligence / Kevin B. Korb, Ann E. Nicholson.
Title:
Bayesian artificial intelligence / Kevin B. Korb, Ann E. Nicholson.
Personal Author:
Publication:
Boca Raton : Chapman & Hall/CRC, [2004]
Copyright:
©2004
Publication Date:
2004
ISBN:
9781584883876
Bibliography Note:
Includes bibliographical references and index.
Contents:
I: Probabilistic reasoning -- 1. Bayesian reasoning -- 2. Introducing Bayesian networks -- 3. Inference in Bayesian networks -- 4. Decision networks -- 5. Applications of Bayesian networks -- II: Learning causal models -- 6. Learning linear causal models -- 7. Learning probabilities -- 8. Learning discrete causal structure -- III: Knowledge engineering -- 9. Knowledge engineering with Bayesian networks -- 10. Evaluation -- 11. KEBN case studies.
Content Type:
text
Carrier Type:
volume
Added Author:
Language:
English
No. of Holds:
