Generalization Bounds via Information Density and Conditional Information Density
Journal article, 2020
Statistical Learning Theory
PAC-Bayes
Information Theory
Author
Fredrik Hellström
Chalmers, Electrical Engineering, Communication and Antenna Systems, Communication Systems
Giuseppe Durisi
Chalmers, Electrical Engineering, Communication and Antenna Systems, Communication Systems
IEEE Journal on Selected Areas in Information Theory
2641-8770 (eISSN)
Vol. 1 3 824-839INNER: information theory of deep neural networks
Chalmers AI Research Centre (CHAIR), 2019-01-01 -- 2021-12-31.
Areas of Advance
Information and Communication Technology
Subject Categories
Computational Mathematics
Probability Theory and Statistics
Mathematical Analysis
DOI
10.1109/JSAIT.2020.3040992