A panorama of positivity. I: dimension free

Belton, Alexander and Guillot, Dominique and Khare, Apoorva and Putinar, Mihai (2019) A panorama of positivity. I: dimension free. In: Analysis of Operators on Function Spaces : The Serguei Shimorin Memorial Volume. Trends in Mathematics . Birkhauser, Cham, pp. 117-165. ISBN 9783030146399

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Abstract

This survey contains a selection of topics unified by the concept of positive semidefiniteness (of matrices or kernels), reflecting natural constraints imposed on discrete data (graphs or networks) or continuous objects (probability or mass distributions). We put emphasis on entrywise operations which preserve positivity, in a variety of guises. Techniques from harmonic analysis, function theory, operator theory, statistics, combinatorics, and group representations are invoked. Some partially forgotten classical roots in metric geometry and distance transforms are presented with comments and full bibliographical references. Modern applications to high-dimensional covariance estimation and regularization are included.

Item Type:
Contribution in Book/Report/Proceedings
ID Code:
134314
Deposited By:
Deposited On:
22 Jun 2019 01:02
Refereed?:
Yes
Published?:
Published
Last Modified:
16 Sep 2024 14:15