A degree reduction method for an efficient QUBO formulation for the graph coloring problem
We introduce a new degree reduction method for homogeneous symmetric polynomials on binary variables that generalizes the conventional degree reduction methods on monomials introduced by Freedman and Ishikawa. We also design an degree reduction algorithm for general polynomials on binary variables,...
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creator | Hong, Namho Jung, Hyunwoo Kang, Hyosang Lim, Hyunjin Seol, Chaehwan Um, Seokhyun |
description | We introduce a new degree reduction method for homogeneous symmetric
polynomials on binary variables that generalizes the conventional degree
reduction methods on monomials introduced by Freedman and Ishikawa. We also
design an degree reduction algorithm for general polynomials on binary
variables, simulated on the graph coloring problem for random graphs, and
compared the results with the conventional methods. The simulated results show
that our new method produces reduced quadratic polynomials that contains less
variables than the reduced quadratic polynomials produced by the conventional
methods. |
doi_str_mv | 10.48550/arxiv.2306.12081 |
format | Article |
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polynomials on binary variables that generalizes the conventional degree
reduction methods on monomials introduced by Freedman and Ishikawa. We also
design an degree reduction algorithm for general polynomials on binary
variables, simulated on the graph coloring problem for random graphs, and
compared the results with the conventional methods. The simulated results show
that our new method produces reduced quadratic polynomials that contains less
variables than the reduced quadratic polynomials produced by the conventional
methods.</description><identifier>DOI: 10.48550/arxiv.2306.12081</identifier><language>eng</language><subject>Physics - Quantum Physics</subject><creationdate>2023-06</creationdate><rights>http://creativecommons.org/licenses/by/4.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,778,883</link.rule.ids><linktorsrc>$$Uhttps://arxiv.org/abs/2306.12081$$EView_record_in_Cornell_University$$FView_record_in_$$GCornell_University$$Hfree_for_read</linktorsrc><backlink>$$Uhttps://doi.org/10.48550/arXiv.2306.12081$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>Hong, Namho</creatorcontrib><creatorcontrib>Jung, Hyunwoo</creatorcontrib><creatorcontrib>Kang, Hyosang</creatorcontrib><creatorcontrib>Lim, Hyunjin</creatorcontrib><creatorcontrib>Seol, Chaehwan</creatorcontrib><creatorcontrib>Um, Seokhyun</creatorcontrib><title>A degree reduction method for an efficient QUBO formulation for the graph coloring problem</title><description>We introduce a new degree reduction method for homogeneous symmetric
polynomials on binary variables that generalizes the conventional degree
reduction methods on monomials introduced by Freedman and Ishikawa. We also
design an degree reduction algorithm for general polynomials on binary
variables, simulated on the graph coloring problem for random graphs, and
compared the results with the conventional methods. The simulated results show
that our new method produces reduced quadratic polynomials that contains less
variables than the reduced quadratic polynomials produced by the conventional
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polynomials on binary variables that generalizes the conventional degree
reduction methods on monomials introduced by Freedman and Ishikawa. We also
design an degree reduction algorithm for general polynomials on binary
variables, simulated on the graph coloring problem for random graphs, and
compared the results with the conventional methods. The simulated results show
that our new method produces reduced quadratic polynomials that contains less
variables than the reduced quadratic polynomials produced by the conventional
methods.</abstract><doi>10.48550/arxiv.2306.12081</doi><oa>free_for_read</oa></addata></record> |
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subjects | Physics - Quantum Physics |
title | A degree reduction method for an efficient QUBO formulation for the graph coloring problem |
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