Algorithms and Algorithmic Barriers in High-Dimensional Statistics and Random Combinatorial Structures

We focus on several algorithmic problems arising from the study of random combinatorial structures and of neural network models, with a particular emphasis on computational aspects. Our main contributions are summarized as follows. 1. Our first focus is on two algorithmic problems arising from th...

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Bibliographic Details
Main Author: Kizildag, Eren C.
Other Authors: Gamarnik, David
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/144485