عنوان

Bayesian artificial intelligence

شابک

9781439815915 (hardback)

کد کشور

IR

شماره

E-7986

زبان متن نوشتاري يا گفتاري و مانند آن

انگلیسی

کشور محل نشر

IR

عنوان اصلي

Bayesian artificial intelligence

نام عام مواد

[Book]

نام نخستين پديدآور

/ Kevin B. Korb, Ann E. Nicholson

وضعيت ويراست

2nd ed.

محل نشرو پخش و غیره

Boca Raton, FL

نام ناشر، پخش کننده و غيره

: CRC Press,

تاریخ نشرو بخش و غیره

, c2011.

نام خاص و کميت اثر

xxvii, 463 p.

ساير جزييات

: ill.

ابعاد

; 25 cm.

عنوان فروست

(Chapman & Hall/CRC computer science and data analysis series.)

متن يادداشت

Print - Electronic

متن يادداشت

Includes bibliographical references and index.

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.

متن يادداشت

"Updated and expanded, Bayesian Artificial Intelligence, Second Edition provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology. New to the Second Edition New chapter on Bayesian network classifiers New section on object-oriented Bayesian networks New section that addresses foundational problems with causal discovery and Markov blanket discovery New section that covers methods of evaluating causal discovery programs Discussions of many common modeling errors New applications and case studies More coverage on the uses of causal interventions to understand and reason with causal Bayesian networks Illustrated with real case studies, the second edition of this bestseller continues to cover the groundwork of Bayesian networks. It presents the elements of Bayesian network technology, automated causal discovery, and learning probabilities from data and shows how to employ these technologies to develop probabilistic expert systems. Web Resource The books website at www.csse.monash.edu.au/bai/book/book.html offers a variety of supplemental materials, including example Bayesian networks and data sets. Instructors can email the authors for sample solutions to many of the problems in the text"--Provided by publisher.

عنوان

Series in computer science and data analysis

موضوع مستند نشده

Bayesian statistical decision theory--Data processing

موضوع مستند نشده

Machine learning

موضوع مستند نشده

Neural networks (Computer science)

شماره

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Korb, Kevin B

مستند نام اشخاص تاييد نشده

Nicholson, Ann E

کشور

ایران

نام ميزبان

Bayesian artificial intelligence

شماره دسترسي

عادی

اطلاعات مختصر

عادی

نام الکترونيکي

E-7986.pdf

بيت در ثانيه

0

ارتباط براي تسهيلات دسترسي

ایمانی

نوع فرمت الکترونيکي

متن

اندازه فايل

0

شماره کنترل رکورد

E-7986

يادداشت عمومي

انگلیسی

وضعیت فهرست نویسی

old catalog

فرمت انتشار

pe

نوع ماده

BL

پیشوند ISBD اعمال شده است

1

سطح دسترسي

a

تكميل شده

Y