Concentration of kernel matrices with application to kernel spectral clustering
Work
Year: 2021
Type: article
Abstract: We study the concentration of random kernel matrices around their mean. We derive nonasymptotic exponential concentration inequalities for Lipschitz kernels assuming that the data points are independe... more
Source: The Annals of Statistics
Authors Arash A. Amini, Zahra S. Razaee
Cites: 23
Cited by: 8
Related to: 10
FWCI: 0.776
Citation percentile (by year/subfield): 57.43
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Sustainable Development Goal Reduced inequalities
Open Access status: hybrid