刘心声

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毕业院校:南京大学

学历:南京大学

学位:理学博士学位

所在单位:航空学院

办公地点:明故宫校区9号楼413室

联系方式:xsliu@nuaa.edu.cn

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Bayesian inference for variability discrimination on partial sameness

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所属单位:航空学院

发表刊物:Neurocomputing

摘要:The comparative judgment about the partial sameness is widespread in practical visual search tasks. We explore the variability discrimination on the partial sameness by the means of experiments and theoretical models. In experiments, a set of bars with the aim orientation and random orientations are shown on a liquid crystal display (LCD), and the subjects judge the orientations of bars and record the number of bars with the same aim orientation. In comparative experiments, the three-digit integers replace the oriented bar as the new stimuli. By the visualized data of subjects, we find that the performances of subjects depend on the total number of bars (set size), the number of bars with the identical aim orientation and the standard deviation of the orientations’ distribution. Based on Bayesian theory, we put forward a model in visual search to judge how many bars with the same orientation. The results show that Bayesian discrimination model on this kind of classified judgment matches the experimental data better than the alternative model, and it provides a normative and quantitative description on the judgment of the partial sameness. © 2019 Elsevier B.V.

ISSN号:0925-2312

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发表时间:2019-01-01

合写作者:Chen, Zhicheng

通讯作者:刘心声