Chapman & Hall/CRC computer science and data analysis series
یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references and index
یادداشتهای مربوط به مندرجات
متن يادداشت
I. PROBABILISTIC REASONING: Bayesian reasoning -- Introducing Bayesian networks -- Inference in Bayesian networks -- Decision networks -- Applications of Bayesian networks -- II. LEARNING CAUSAL MODELS: Learning probabilities -- Bayesian network classifiers -- Learning linear causal models -- Learning discrete causal structure -- III. KNOWLEDGE ENGINEERING: Knowledge engineering with Bayesian networks -- KEBN case studies
بدون عنوان
0
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
"The second edition of this bestseller provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. This edition contains a new chapter on Bayesian network classifiers and a new section on object-oriented Bayesian networks, along with new applications and case studies. It includes a new section that addresses foundational problems with causal discovery and Markov blanket discovery and a new section that covers methods of evaluating causal discovery programs. The book also offers more coverage on the uses of causal interventions to understand and reason with causal Bayesian networks. Supplemental materials are available on the book's website"--Provided by publisher
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Bayesian statistical decision theory-- Data processing
موضوع مستند نشده
Machine learning
موضوع مستند نشده
Neural networks (Computer science)
رده بندی ديویی
شماره
519
.
5/42
ويراست
22
رده بندی کنگره
شماره رده
QA279
.
5
نشانه اثر
.
K67
2011
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )