Vickers Douglas, Bovet Pierre, Lee Michael D, Hughes Peter
Department of Psychology, University of Adelaide, South Australia 5005, Australia.
Perception. 2003;32(7):871-86. doi: 10.1068/p3416.
The planar Euclidean version of the travelling salesperson problem (TSP) requires finding a tour of minimal length through a two-dimensional set of nodes. Despite the computational intractability of the TSP, people can produce rapid, near-optimal solutions to visually presented versions of such problems. To explain this, MacGregor et al (1999, Perception 28 1417-1428) have suggested that people use a global-to-local process, based on a perceptual tendency to organise stimuli into convex figures. We review the evidence for this idea and propose an alternative, local-to-global hypothesis, based on the detection of least distances between the nodes in an array. We present the results of an experiment in which we examined the relationships between three objective measures and performance measures of optimality and response uncertainty in tasks requiring participants to construct a closed tour or an open path. The data are not well accounted for by a process based on the convex hull. In contrast, results are generally consistent with a locally focused process based initially on the detection of nearest-neighbour clusters. Individual differences are interpreted in terms of a hierarchical process of constructing solutions, and the findings are related to a more general analysis of the role of nearest neighbours in the perception of structure and motion.
旅行商问题(TSP)的平面欧几里得版本要求在二维节点集上找到一条长度最短的巡回路线。尽管TSP在计算上难以处理,但人们能够针对此类问题的视觉呈现版本迅速给出接近最优的解决方案。为了解释这一点,麦格雷戈等人(1999年,《感知》第28卷,第1417 - 1428页)提出,人们基于将刺激组织成凸形图形的感知倾向,使用一种从全局到局部的过程。我们回顾了支持这一观点的证据,并基于检测数组中节点之间的最短距离,提出了一种替代的从局部到全局的假设。我们展示了一项实验的结果,在该实验中,我们研究了在要求参与者构建封闭巡回路线或开放路径的任务中,三种客观测量与最优性和反应不确定性的性能测量之间的关系。基于凸包的过程并不能很好地解释这些数据。相比之下,结果总体上与最初基于检测最近邻聚类的局部聚焦过程一致。个体差异通过构建解决方案的分层过程来解释,并且这些发现与对最近邻在结构和运动感知中的作用的更一般性分析相关。