Approximate counting, the Lovasz local lemma, and inference in graphical models
In this paper we introduce a new approach for approximately counting in bounded degree systems with higher-order constraints. Our main result is an algorithm to approximately count the number of solutions to a CNF formula φ when the width is logarithmic in the maximum degree. This closes an exponent...
Main Author: | Moitra, Ankur |
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Other Authors: | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science |
Format: | Article |
Published: |
Association for Computing Machinery (ACM)
2018
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Online Access: | http://hdl.handle.net/1721.1/116220 https://orcid.org/0000-0001-7047-0495 |
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