Pareto-optimal data compression for binary classification tasks

The goal of lossy data compression is to reduce the storage cost of a data set X while retaining as much information as possible about something (Y) that you care about. For example, what aspects of an image X contain the most information about whether it depicts a cat? Mathematically, this correspo...

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Bibliographic Details
Main Authors: Tegmark, Max Erik, Wu, Tailin
Other Authors: Massachusetts Institute of Technology. Department of Physics
Format: Article
Published: Multidisciplinary Digital Publishing Institute 2020
Online Access:https://hdl.handle.net/1721.1/125546