Two Studies of Constraints in High Dimensions: Entropy Inequalities and the Randomized Symmetric Binary Perceptron

We study two constrained problems in high dimensions. We study a high dimensional inequality for the binary entropy. The perceptron is a natural model in high-dimensional probability, and a toy shallow neural network which stores random patterns; we also study a randomized variant of the symmetric b...

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Bibliographic Details
Main Author: Wakhare, Tanay
Other Authors: Bresler, Guy
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/153999

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