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...

Full description

Bibliographic Details

Main Authors:	Xu, Yuesheng, Ye, Qi
Format:	eBook Book
Language:	English
Published:	Providence, Rhode Island American Mathematical Society 2019
Edition:	1
Series:	Memoirs of the American Mathematical Society
Subjects:	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 Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!