Bayesian Network

Bayesian networks are a very general and powerful tool that can be used for a large number of problems involving uncertainty: reasoning, learning, planning and perception. They provide a language that supports efficient algorithms for the automatic construction of expert systems in several different...

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Språk:engelska
Utgiven: IntechOpen 2021
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collection Directory of Open Access Books
description Bayesian networks are a very general and powerful tool that can be used for a large number of problems involving uncertainty: reasoning, learning, planning and perception. They provide a language that supports efficient algorithms for the automatic construction of expert systems in several different contexts. The range of applications of Bayesian networks currently extends over almost all fields including engineering, biology and medicine, information and communication technologies and finance. This book is a collection of original contributions to the methodology and applications of Bayesian networks. It contains recent developments in the field and illustrates, on a sample of applications, the power of Bayesian networks in dealing the modeling of complex systems. Readers that are not familiar with this tool, but have some technical background, will find in this book all necessary theoretical and practical information on how to use and implement Bayesian networks in their own work. There is no doubt that this book constitutes a valuable resource for engineers, researchers, students and all those who are interested in discovering and experiencing the potential of this major tool of the century.
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spelling doab-20.500.12854ir-648572024-04-04T14:41:14Z Bayesian Network Rebai, Ahmed Probability & statistics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics Bayesian networks are a very general and powerful tool that can be used for a large number of problems involving uncertainty: reasoning, learning, planning and perception. They provide a language that supports efficient algorithms for the automatic construction of expert systems in several different contexts. The range of applications of Bayesian networks currently extends over almost all fields including engineering, biology and medicine, information and communication technologies and finance. This book is a collection of original contributions to the methodology and applications of Bayesian networks. It contains recent developments in the field and illustrates, on a sample of applications, the power of Bayesian networks in dealing the modeling of complex systems. Readers that are not familiar with this tool, but have some technical background, will find in this book all necessary theoretical and practical information on how to use and implement Bayesian networks in their own work. There is no doubt that this book constitutes a valuable resource for engineers, researchers, students and all those who are interested in discovering and experiencing the potential of this major tool of the century. 2021-04-20T15:03:38Z 2021-04-20T15:03:38Z 2010 book ONIX_20210420_9789533071244_213 9789533071244 9789535149033 https://directory.doabooks.org/handle/20.500.12854/64857 eng image/jpeg n/a https://www.intechopen.com/books https://mts.intechopen.com/storage/books/3750/authors_book/authors_book.pdf IntechOpen IntechOpen 10.5772/258 10.5772/258 78a36484-2c0c-47cb-ad67-2b9f5cd4a8f6 9789533071244 9789535149033 IntechOpen 444 open access
spellingShingle Probability & statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
Bayesian Network
title Bayesian Network
title_full Bayesian Network
title_fullStr Bayesian Network
title_full_unstemmed Bayesian Network
title_short Bayesian Network
title_sort bayesian network
topic Probability & statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
topic_facet Probability & statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
url ONIX_20210420_9789533071244_213