Machine learning : a Bayesian and optimization perspective /

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. The book...

Full description

Bibliographic Details

Main Author:	Theodoridis, Sergios, 1951- (Author)
Corporate Author:	ScienceDirect (Online service)
Format:	eBook
Language:	English
Published:	London ; San Diego : Elsevier : Academic Press, [2020]
Edition:	2nd edition.
Subjects:	Machine learning > Mathematical models. Bayesian statistical decision theory. Mathematical optimization. Apprentissage automatique > Modèles mathématiques. Théorie de la décision bayésienne. Optimisation mathématique. Bayesian statistical decision theory Machine learning > Mathematical models Mathematical optimization Electronic books.
Online Access:	Connect to the full text of this electronic book