In this first edition book, methods are discussed for doing inference in Bayesian networks and inference diagrams. Hundreds of examples and problems allow readers to grasp the information. Some of the topics discussed include Pearl's message passing algorithm, Parameter Learning: 2 Alternatives, Parameter Learning r Alternatives, Bayesian Structure Learning, and Constraint-Based Learning. For expert systems developers and decision theorists.
"synopsis" may belong to another edition of this title.
Learning Bayesian Networks offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of computer science, computer engineering, and electrical engineering. This text is also a valuable supplemental resource for courses on expert systems, machine learning, and artificial intelligence.
Appropriate for classroom teaching or self-instruction, the text is organized to provide fundamental concepts in an accessible, practical format. Beginning with a basic theoretical introduction, the author then provides a comprehensive discussion of inference, methods of learning, and applications based on Bayesian networks and beyond.Learning Bayesian Networks:
Richard E. Neapolitan has been a researcher in Bayesian networks and the area of uncertainty in artificial intelligence since the mid-1980s. In 1990, he wrote the seminal text, Probabilistic Reasoning in Expert Systems, which helped to unify the field of Bayesian networks. Dr. Neapolitan has published numerous articles spanning the fields of computer science, mathematics, philosophy of science, and psychology. Dr. Neapolitan is currently professor and chair of Computer Science at Northeastern Illinois University.
"About this title" may belong to another edition of this title.
Book Description Prentice Hall. Book Condition: New. Brand New. Bookseller Inventory # 0130125342
Book Description Pearson. Book Condition: New. 0130125342 Choose Expedited shipping for fastest delivery. Satisfaction Guaranteed. Orders ship within 1-2 business days w/ free USPS tracking. Bookseller Inventory # Z0130125342ZN
Book Description Pearson. Hardcover. Book Condition: New. 0130125342 New. Looks like an interesting title, learn more! We provide domestic tracking upon request. We provide personalized customer service and want you to have a great experience purchasing from us. 100% satisfaction guaranteed and thank you for your consideration. Bookseller Inventory # S-0130125342
Book Description Pearson, 2003. Hardcover. Book Condition: New. Never used!. Bookseller Inventory # P110130125342
Book Description Prentice Hall, 2003. Paperback. Book Condition: New. Bookseller Inventory # DADAX0130125342
Book Description Prentice Hall, 2003. Paperback. Book Condition: Brand New. illustrated edition. 674 pages. 9.75x7.75x0.75 inches. In Stock. Bookseller Inventory # zk0130125342
Book Description Pearson, 2003. Book Condition: New. Brand new! Please provide a physical shipping address. Bookseller Inventory # 9780130125347
Book Description Pearson, 2003. Paperback. Book Condition: New. book. Bookseller Inventory # M0130125342