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Machine learning: a Bayesian and optimization perspective

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Bibliographic Details
Main Author:	Theodoridis, Sergios 1951- (Author)
Format:	Electronic eBook
Language:	English
Published:	Amsterdam Elsevier Academic Press 2015
Subjects:	Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen Bayes-Verfahren Optimierung
Links:	http://www.sciencedirect.com/science/book/9780128015223 http://site.ebrary.com/lib/nuernberg/docDetail.action?docID=11040166 http://www.sciencedirect.com/science/book/9780128015223 http://www.sciencedirect.com/science/book/9780128015223 https://ebookcentral.proquest.com/lib/fhws/detail.action?docID=2007481 https://ebookcentral.proquest.com/lib/fhws/detail.action?docID=2007481 http://www.sciencedirect.com/science/book/9780128015223 http://www.sciencedirect.com/science/book/9780128015223 http://www.sciencedirect.com/science/book/9780128015223
Item Description:	Includes bibliographical references and index "This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website
Physical Description:	1 Online-Ressource (xxi, 1050 pages) Illustrationen, Diagramme
ISBN:	9780128017227 0128017228

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spelling	Theodoridis, Sergios 1951- Verfasser (DE-588)12164135X aut Machine learning a Bayesian and optimization perspective Sergios Theodoridis Amsterdam Elsevier Academic Press 2015 1 Online-Ressource (xxi, 1050 pages) Illustrationen, Diagramme txt rdacontent c rdamedia cr rdacarrier Includes bibliographical references and index "This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Bayes-Verfahren (DE-588)4204326-8 gnd rswk-swf Optimierung (DE-588)4043664-0 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 s Bayes-Verfahren (DE-588)4204326-8 s Optimierung (DE-588)4043664-0 s DE-604 Erscheint auch als Druck-Ausgabe 978-0-12-801522-3 http://www.sciencedirect.com/science/book/9780128015223 Verlag URL des Erstveröffentlichers Volltext
spellingShingle	Theodoridis, Sergios 1951- Machine learning a Bayesian and optimization perspective Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen (DE-588)4193754-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd Optimierung (DE-588)4043664-0 gnd
subject_GND	(DE-588)4193754-5 (DE-588)4204326-8 (DE-588)4043664-0
title	Machine learning a Bayesian and optimization perspective
title_auth	Machine learning a Bayesian and optimization perspective
title_exact_search	Machine learning a Bayesian and optimization perspective
title_full	Machine learning a Bayesian and optimization perspective Sergios Theodoridis
title_fullStr	Machine learning a Bayesian and optimization perspective Sergios Theodoridis
title_full_unstemmed	Machine learning a Bayesian and optimization perspective Sergios Theodoridis
title_short	Machine learning
title_sort	machine learning a bayesian and optimization perspective
title_sub	a Bayesian and optimization perspective
topic	Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen (DE-588)4193754-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd Optimierung (DE-588)4043664-0 gnd
topic_facet	Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen Bayes-Verfahren Optimierung
url	http://www.sciencedirect.com/science/book/9780128015223
work_keys_str_mv	AT theodoridissergios machinelearningabayesianandoptimizationperspective

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