A COMPUTATIONAL ANALYSIS OF THE AUCTION ALGORITHM

被引:11
作者
SCHWARTZ, BL [1 ]
机构
[1] TASC,ROSSLYN OFF,ARLINGTON,VA 22209
关键词
COMBINATORIAL; OPTIMIZATION; COMPLEXITY; PARALLEL PROCESSING; AUCTION ALGORITHM;
D O I
10.1016/0377-2217(94)90214-3
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The so-called linear assignment problem (LAP) is a special case of linear programming and one of the important early applications. Because of its structure, the LAP has always been easier to solve than the general LP, and over decades various specific algorithms have been developed. The most recent (1987) is one called the Auction Algorithm, which has proved empirically to be highly efficient. This paper undertakes to explain this fine performance by providing an analysis of the computational complexity of the auction algorithm. Underlying assumptions are necessary about the statistical distribution of the ensemble of coefficient sets of the LAP, so the result is an expected value. O(N2 log N). Some theoretical approximations are used; and to maintain a degree of rigor, error budgets are applied to these approximations.
引用
收藏
页码:161 / 169
页数:9
相关论文
共 5 条
[1]  
Bertsekas D.P., 1991, LINEAR NETWORK OPTIM
[2]   THE AUCTION ALGORITHM FOR ASSIGNMENT AND OTHER NETWORK FLOW PROBLEMS - A TUTORIAL [J].
BERTSEKAS, DP .
INTERFACES, 1990, 20 (04) :133-149
[3]  
CHURCHILL RV, 1941, FOURIER SERIES BOUND, P59
[4]  
SANDERSON J, 1990, COMMUNICATION
[5]  
TITCHMARCH EC, 1949, THEORY FUNCTIONS, P114