Beyond the low-degree algorithm: mixtures of subcubes and their applications

© 2019 Association for Computing Machinery. We introduce the problem of learning mixtures of k subcubes over (0,1)n, which contains many classic learning theory problems as a special case (and is itself a special case of others). We give a surprising nO(log k)-time learning algorithm based on higher...

Full description

Bibliographic Details
Main Authors: Chen, Sitan (Author), Moitra, Ankur (Author)
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science (Contributor), Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory (Contributor), Massachusetts Institute of Technology. Department of Mathematics (Contributor)
Format: Article
Language:English
Published: ACM, 2022-07-06T21:03:19Z.
Subjects:
Online Access:Get fulltext