Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis

Publikation: Bog/antologi/afhandling/rapportBogUndervisningpeer review

Resumé

Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix. Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented on model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined based on numerous courses the authors have held for practitioners worldwide.
OriginalsprogDansk
Udgivelses stedNew York
ForlagSpringer VS
Udgave2.
ISBN (Trykt)978-1-4614-5103-7
ISBN (Elektronisk)978-1-4614-5104-4
StatusUdgivet - 2013
NavnInformation Science and Statistics
Vol/bind22
ISSN1613-9011

Citer dette

Kjærulff, U. B., & Madsen, A. L. (2013). Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis. (2. udg.) New York: Springer VS. Information Science and Statistics, Bind. 22
Kjærulff, Uffe Bro ; Madsen, Anders Læsø. / Bayesian Networks and Influence Diagrams : A Guide to Construction and Analysis. 2. udg. New York : Springer VS, 2013. (Information Science and Statistics, Bind 22).
@book{be2f7cdb802b49da896c673fa66e6a1f,
title = "Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis",
abstract = "Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix. Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented on model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined based on numerous courses the authors have held for practitioners worldwide.",
author = "Kj{\ae}rulff, {Uffe Bro} and Madsen, {Anders L{\ae}s{\o}}",
year = "2013",
language = "Dansk",
isbn = "978-1-4614-5103-7",
series = "Information Science and Statistics",
publisher = "Springer VS",
edition = "2.",

}

Kjærulff, UB & Madsen, AL 2013, Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis. Information Science and Statistics, bind 22, 2. udg, Springer VS, New York.

Bayesian Networks and Influence Diagrams : A Guide to Construction and Analysis. / Kjærulff, Uffe Bro; Madsen, Anders Læsø.

2. udg. New York : Springer VS, 2013. (Information Science and Statistics, Bind 22).

Publikation: Bog/antologi/afhandling/rapportBogUndervisningpeer review

TY - BOOK

T1 - Bayesian Networks and Influence Diagrams

T2 - A Guide to Construction and Analysis

AU - Kjærulff, Uffe Bro

AU - Madsen, Anders Læsø

PY - 2013

Y1 - 2013

N2 - Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix. Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented on model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined based on numerous courses the authors have held for practitioners worldwide.

AB - Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix. Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented on model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined based on numerous courses the authors have held for practitioners worldwide.

M3 - Bog

SN - 978-1-4614-5103-7

T3 - Information Science and Statistics

BT - Bayesian Networks and Influence Diagrams

PB - Springer VS

CY - New York

ER -

Kjærulff UB, Madsen AL. Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis. 2. udg. New York: Springer VS, 2013. (Information Science and Statistics, Bind 22).