Generalized Mercer Kernels and Reproducing Kernel Banach Spaces

This article studies constructions of reproducing kernel Banach spaces (RKBSs) which may be viewed as a generalization of reproducing kernel Hilbert spaces (RKHSs). A key point is to endow Banach spaces with reproducing kernels such that machine learning in RKBSs can be well-posed and of easy implem...

Ausführliche Beschreibung

Bibliographische Detailangaben

Hauptverfasser:	Xu, Yuesheng, Ye, Qi
Format:	E-Book Buch
Sprache:	Englisch
Veröffentlicht:	Providence, Rhode Island American Mathematical Society 2019
Ausgabe:	1
Schriftenreihe:	Memoirs of the American Mathematical Society
Schlagworte:	Banach spaces Functions of complex variables Geometric function theory Kernel functions Support vector machines Generalized Mercer Kernels Machine Learning Support Vector Machines Sparse Learning Methods Positive Definite Kernels Reproducing Kernel Banach Spaces
ISBN:	9781470435509, 1470435500
ISSN:	0065-9266, 1947-6221
Online-Zugang:	Volltext
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