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通过自适应辨别来可视化搜索行为。

Visualizing search behavior with adaptive discriminations.

作者信息

Cook Robert G, Qadri Muhammad A J

机构信息

Department of Psychology, Tufts University, USA.

Department of Psychology, Tufts University, USA.

出版信息

Behav Processes. 2014 Feb;102:40-50. doi: 10.1016/j.beproc.2013.12.007. Epub 2013 Dec 25.

DOI:10.1016/j.beproc.2013.12.007
PMID:24370702
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4152378/
Abstract

We examined different aspects of the visual search behavior of a pigeon using an open-ended, adaptive testing procedure controlled by a genetic algorithm. The animal had to accurately search for and peck a gray target element randomly located from among a variable number of surrounding darker and lighter distractor elements. Display composition was controlled by a genetic algorithm involving the multivariate configuration of different parameters or genes (number of distractors, element size, shape, spacing, target brightness, and distractor brightness). Sessions were composed of random displays, testing randomized combinations of these genes, and selected displays, representing the varied descendants of displays correctly identified by the pigeon. Testing a larger number of random displays than done previously, it was found that the bird's solution to the search task was highly stable and did not change with extensive experience in the task. The location and shape of this attractor was visualized using multivariate behavioral surfaces in which element size and the number of distractors were the most important factors controlling search accuracy and search time. The resulting visualizations of the bird's search behavior are discussed with reference to the potential of using adaptive, open-ended experimental techniques for investigating animal cognition and their implications for Bond and Kamil's innovative development of virtual ecologies using an analogous methodology. This article is part of a Special Issue entitled: CO3 2013.

摘要

我们使用由遗传算法控制的开放式自适应测试程序,研究了鸽子视觉搜索行为的不同方面。动物必须准确地搜索并啄击一个随机位于数量可变的周围较暗和较亮干扰元素中的灰色目标元素。显示组成由遗传算法控制,该算法涉及不同参数或基因(干扰元素数量、元素大小、形状、间距、目标亮度和干扰元素亮度)的多变量配置。实验环节由随机显示、测试这些基因的随机组合以及选定显示组成,选定显示代表鸽子正确识别的显示的不同后代。通过测试比以前更多的随机显示,发现鸟类解决搜索任务的方法高度稳定,并且不会随着在该任务中的丰富经验而改变。使用多变量行为表面将这个吸引子的位置和形状可视化,其中元素大小和干扰元素数量是控制搜索准确性和搜索时间的最重要因素。结合使用自适应、开放式实验技术研究动物认知的潜力,以及这些技术对邦德和卡米尔使用类似方法创新性地发展虚拟生态的意义,讨论了由此产生的鸟类搜索行为的可视化结果。本文是名为“CO3 2013”特刊的一部分。

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The adaptive analysis of visual cognition using genetic algorithms.使用遗传算法对视觉认知进行自适应分析。
J Exp Psychol Anim Behav Process. 2013 Oct;39(4):357-76. doi: 10.1037/a0034074. Epub 2013 Sep 2.
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