DocumentCode
1709040
Title
Holographic Algorithms with Matchgates Capture Precisely Tractable Planar_#CSP
Author
Cai, Jin-Yi ; Lu, Pinyan ; Xia, Mingji
Author_Institution
Univ. of Wisconsin-Madison, Madison, WI, USA
fYear
2010
Firstpage
427
Lastpage
436
Abstract
Valiant introduced match gate computation and holographic algorithms. A number of seemingly exponential time problems can be solved by this novel algorithmic paradigm in polynomial time. We show that, in a very strong sense, match gate computations and holographic algorithms based on them provide a universal methodology to a broad class of counting problems studied in statistical physics community for decades. They capture precisely those problems which are #P-hard on general graphs but computable in polynomial time on planar graphs. More precisely, we prove complexity dichotomy theorems in the framework of counting CSP problems. The local constraint functions take Boolean inputs, and can be arbitrary real-valued symmetric functions. We prove that, every problem in this class belongs to precisely three categories: (1) those which are tractable (i.e., polynomial time computable) on general graphs, or (2) those which are #P-hard on general graphs but ractable on planar graphs, or (3) those which are #P-hard even on planar graphs. The classification criteria are explicit. Moreover, problems in category (2) are tractable on planar graphs precisely by holographic algorithms with matchgates.
Keywords
Boolean functions; computational complexity; constraint theory; graph theory; #CSP; #P-hard; Boolean inputs; classification criteria; complexity dichotomy theorems; counting CSP problems; exponential time problems; general graphs; holographic algorithms; local constraint functions; match gate computation; matchgates; planar graphs; polynomial time computable; real-valued symmetric functions; statistical physics community; Bipartite graph; Complexity theory; Interpolation; Polynomials; Software algorithms; Tensile stress;
fLanguage
English
Publisher
ieee
Conference_Titel
Foundations of Computer Science (FOCS), 2010 51st Annual IEEE Symposium on
Conference_Location
Las Vegas, NV
ISSN
0272-5428
Print_ISBN
978-1-4244-8525-3
Type
conf
DOI
10.1109/FOCS.2010.48
Filename
5671232
Link To Document