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Machine learning : a Bayesian and op...

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Theodoridis, Sergios (1951-)

Machine learning : a Bayesian and optimization perspective

紀錄類型:	書目-語言資料,印刷品 : 單行本
副題名:	a Bayesian and optimization perspective
作者:	TheodoridisSergios, 1951-
出版地:	London
出版者:	Academic Press, Elsevier;
出版年:	c2015
面頁冊數:	xxi, 1050 p.25 cm. :
標題:	Machine learning -
標題:	Bayesian statistical decision theory -
標題:	Mathematical optimization -
摘要註:	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
ISBN:	9780128015223

Machine learning : a Bayesian and optimization perspective
Theodoridis, Sergios

Machine learning : a Bayesian and optimization perspective / Sergios Theodoridis - London : Academic Press, Elsevier, c2015. - xxi, 1050 p. ; 25 cm..
Includes bibliographical references and index.
ISBN 9780128015223ISBN 0128015225
Machine learningBayesian statistical decision theoryMathematical optimization

Machine learning : a Bayesian and optimization perspective
LDR:00886cam0 2200205 4500 001 364441
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200 1 $a Machine learning $e a Bayesian and optimization perspective $f Sergios Theodoridis
210 $a London $c Academic Press, Elsevier $d c2015
215 1 $a xxi, 1050 p. $b ill. $c 25 cm.
320 $a Includes bibliographical references and index
330 $a 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
606 $a Machine learning $2 lc $3 73096
606 $a Bayesian statistical decision theory $2 lc $3 118539
606 $a Mathematical optimization $2 lc $3 65759
676 $a 006.31 $b T342
680 $a Q325.5 $b .T43 2015
700 1 $a Theodoridis $b Sergios $f 1951- $3 123852
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