Browsing Computer Science and Artificial Intelligence Lab (CSAIL) by Subject "Measure Theory"
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Towards Understanding Generalization via Analytical Learning Theory
(2018-10-01)This paper introduces a novel measure-theoretic theory for machine learning that does not require statistical assumptions. Based on this theory, a new regularization method in deep learning is derived and shown to ...