Statistical mechanics of an NP-complete problem: subset sum

被引:13
作者
Sasamoto, T
Toyoizumi, T
Nishimori, H
机构
[1] Tokyo Inst Technol, Dept Phys, Meguro Ku, Tokyo 1528551, Japan
[2] Univ Tokyo, Dept Complex Sci & Engn, Bunkyo Ku, Tokyo 1138656, Japan
来源
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 2001年 / 34卷 / 44期
关键词
D O I
10.1088/0305-4470/34/44/314
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We study the statistical properties of an NP-complete problem, the subset sum, using the methods and concepts of statistical mechanics. The problem is a generalization of the number partitioning problem, which is also an NP-complete problem and has been studied in the physics literature. The asymptotic expressions for the number of solutions are obtained. These results, applied to the number partitioning problem as a special case, are compared with those which were previously obtained by a different method. We discuss the limit of applicability of the techniques of statistical mechanics to the present problem.
引用
收藏
页码:9555 / 9567
页数:13
相关论文
共 16 条
[1]  
[Anonymous], 1979, Computers and Intractablity: A Guide to the Theoryof NP-Completeness
[2]   Probabilistic analysis of the number partitioning problem [J].
Ferreira, FF ;
Fontanari, JF .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1998, 31 (15) :3417-3428
[3]  
FU Y, 1989, LECT SCI COMPLEXITY, V1, P815
[4]   APPLICATION OF STATISTICAL-MECHANICS TO NP-COMPLETE PROBLEMS IN COMBINATORIAL OPTIMIZATION [J].
FU, YT ;
ANDERSON, PW .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1986, 19 (09) :1605-1620
[5]  
Gent I. P., 1996, P 12 EUR C ART INT, P170
[6]  
HOGG T, 1996, ARTIFICIAL INTEL 1 2, V81
[7]   Phase transition in the number partitioning problem [J].
Mertens, S .
PHYSICAL REVIEW LETTERS, 1998, 81 (20) :4281-4284
[8]   Random costs in combinatorial optimization [J].
Mertens, S .
PHYSICAL REVIEW LETTERS, 2000, 84 (06) :1347-1350
[9]  
MERTENS S, 2000, CONDMAT0009230
[10]   A REPLICA ANALYSIS OF THE TRAVELING SALESMAN PROBLEM [J].
MEZARD, M ;
PARISI, G .
JOURNAL DE PHYSIQUE, 1986, 47 (08) :1285-1296