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Více informací o knize Probabilistic Networks and Expert Systems

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Anotace knihy

Winner of the 2002 DeGroot Prize. §§Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors over a number of years, this book gives a thorough and rigorous mathematical treatment of the underlying ideas, structures, and algorithms, emphasizing those cases in which exact answers are obtainable. It covers both the updating of probabilistic uncertainty in the light of new evidence, and statistical inference, about unknown probabilities or unknown model structure, in the light of new data. The careful attention to detail will make this work an important reference source for all those involved in the theory and applications of probabilistic expert systems.§§This book was awarded the first DeGroot Prize by the International Society for Bayesian Analysis for a book making an important, timely, thorough, and notably original contribution to the statistics literature.WINNER OF THE 2001 DEGROOT PRIZE!§§Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors over a number of years, this book gives a thorough and rigorous mathematical treatment of the underlying ideas, structures, and algorithms, emphasizing those cases in which exact answers are obtainable. It covers both the updating of probabilistic uncertainty in the light of new evidence, and statistical inference, about unknown probabilities or unknown model structure, in the light of new data. The careful attention to detail will make this work an important reference source for all those involved in the theory and applications of probabilistic expert systems.§§This book was awarded the first DeGroot Prize by the International Society for Bayesian Analysis for a book making an important, timely, thorough, and notably original contribution to the statistics literature.

Parametry knihy

Zařazení knihy Knihy v angličtině Mathematics & science Mathematics Probability & statistics

• Plný název: Probabilistic Networks and Expert Systems
• Podnázev: Exact Computational Methods for Bayesian Networks
• Autor: Robert G. Cowell, A. Ph. Dawid, Steffen L. Lauritzen
• Jazyk: Angličtina
• Vazba: Brožovaná
• Počet stran: 324
• EAN: 9780387718231
• ISBN: 0387718230
• ID: 01382507
• Nakladatelství: Springer-Verlag New York Inc.
• Hmotnost: 508 g
• Rozměry: 157 × 234 × 22 mm
• Datum vydání: 16. July 2007

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