Probabilistic Networks and Expert Systems

Research output: Book/Report › Book › Research › peer-review

Standard

Probabilistic Networks and Expert Systems. / Cowell, Robert; Dawid, Philip; Lauritzen, Steffen; Spiegelhalter, David.

Springer, 1999. 324 p.

Research output: Book/Report › Book › Research › peer-review

Harvard

Cowell, R, Dawid, P, Lauritzen, S & Spiegelhalter, D 1999, Probabilistic Networks and Expert Systems. Springer.

APA

Cowell, R., Dawid, P., Lauritzen, S., & Spiegelhalter, D. (1999). Probabilistic Networks and Expert Systems. Springer.

Vancouver

Cowell R, Dawid P, Lauritzen S, Spiegelhalter D. Probabilistic Networks and Expert Systems. Springer, 1999. 324 p.

Author

Cowell, Robert ; Dawid, Philip ; Lauritzen, Steffen ; Spiegelhalter, David. / Probabilistic Networks and Expert Systems. Springer, 1999. 324 p.

Bibtex

@book{69d0ca84688d4d50be284ca6c48211f6,
title = "Probabilistic Networks and Expert Systems",
abstract = "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.",
author = "Robert Cowell and Philip Dawid and Steffen Lauritzen and David Spiegelhalter",
year = "1999",
language = "English",
isbn = "978-0-387-22630-9",
publisher = "Springer",
address = "Switzerland",

}

RIS

TY - BOOK

T1 - Probabilistic Networks and Expert Systems

AU - Cowell, Robert

AU - Dawid, Philip

AU - Lauritzen, Steffen

AU - Spiegelhalter, David

PY - 1999

Y1 - 1999

N2 - 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.

AB - 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.

M3 - Book

SN - 978-0-387-22630-9

BT - Probabilistic Networks and Expert Systems

PB - Springer

ER -

ID: 127506566