MacGregor J N, Ormerod T
Loughborough University of Technology, England.
Percept Psychophys. 1996 May;58(4):527-39. doi: 10.3758/bf03213088.
Two experiments on performance on the traveling salesman problem (TSP) are reported. The TSP consists of finding the shortest path through a set of points, returning to the origin. It appears to be an intransigent mathematical problem, and heuristics have been developed to find approximate solutions. The first experiment used 10-point, the second, 20-point problems. The experiments tested the hypothesis that complexity of TSPs is a function of number of nonboundary points, not total number of points. Both experiments supported the hypothesis. The experiments provided information on the quality of subjects' solutions. Their solutions clustered close to the best known solutions, were an order of magnitude better than solutions produced by three well-known heuristics, and on average fell beyond the 99.9th percentile in the distribution of random solutions. The solution process appeared to be perceptually based.
本文报告了两项关于旅行商问题(TSP)表现的实验。旅行商问题是指寻找一条经过一组点并回到原点的最短路径。这似乎是一个棘手的数学问题,人们已经开发出启发式算法来寻找近似解。第一个实验使用了10个点的问题,第二个实验使用了20个点的问题。实验检验了这样一个假设,即旅行商问题的复杂性是由非边界点的数量决定的,而不是总点数。两项实验均支持该假设。实验还提供了关于受试者解决方案质量的信息。他们的解决方案集中在接近已知最佳解决方案的范围内,比三种著名启发式算法得出的解决方案要好一个数量级,并且平均处于随机解决方案分布的第99.9百分位之上。解决方案的过程似乎基于感知。