Machine learning a Bayesian and optimization perspective - Theodoridis, Sergios 1951- (Elsevier Academic Press, 2015)
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
Keywords: Machine learning; Bayesian statistical decision theory; Mathematical optimization; Maschinelles Lernen; Bayes-Verfahren; Optimierung