Smoothed Online Learning: Theory and Applications

Many of the algorithms and theoretical results surrounding modern machine learning are predicated on the assumption that data are independent and identically distributed. Motivated by the numerous applications that do not satisfy this assumption, many researchers have been interested in relaxations...

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Bibliographic Details
Main Author: Block, Adam B.
Other Authors: Rakhlin, Alexander
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/155382