Generalization Bounds via Information Density and Conditional Information Density
Journal article, 2020
PAC-Bayes
Information Theory
Statistical Learning Theory
Author
Fredrik Hellström
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Giuseppe Durisi
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Published in
IEEE Journal on Selected Areas in Information Theory
26418770 (eISSN)
Vol. 1 Issue 3 p. 824-839 art. no 3040992Research Project(s)
INNER: information theory of deep neural networks
Chalmers AI Research Centre (CHAIR), 2019-01-01 -- 2021-12-31.
Categorizing
Areas of Advance
Information and Communication Technology
Subject Categories (SSIF 2011)
Computational Mathematics
Probability Theory and Statistics
Discrete Mathematics
Mathematical Analysis
Identifiers
DOI
10.1109/JSAIT.2020.3040992