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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
Online Access:	FAW01 FHN01 FLA01 FUBA1 FWS01 FWS02 UBY01 UER01 Volltext
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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MARC


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id	DE-604.BV042527205
illustrated	Not Illustrated
indexdate	2025-02-20T07:01:10Z
institution	BVB
isbn	9780128017227 0128017228
language	English
oai_aleph_id	oai:aleph.bib-bvb.de:BVB01-027961511
oclc_num	907475626
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owner	DE-706 DE-1046 DE-188 DE-83 DE-29 DE-862 DE-BY-FWS DE-863 DE-BY-FWS
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physical	1 Online-Ressource (xxi, 1050 pages) Illustrationen, Diagramme
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publishDate	2015
publishDateSearch	2015
publishDateSort	2015
publisher	Elsevier Academic Press
record_format	marc
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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