Similarity-based reasoning in conceptual spaces

被引:3
作者
Douven, Igor [1 ]
Verheyen, Steven [2 ]
Elqayam, Shira [3 ]
Gardenfors, Peter [4 ]
Osta-Velez, Matias [5 ,6 ]
机构
[1] Pantheon Sorbonne Univ, IHPST, CNRS, Paris, France
[2] Erasmus Univ, Erasmus Sch Social & Behav Sci, Rotterdam, Netherlands
[3] De Montfort Univ, Sch Appl Social Sci, Leicester, England
[4] Lund Univ, Cognit Sci, Lund, Sweden
[5] Ruhr Univ Bochum, Inst Philosophy 2, Bochum, Germany
[6] Heinrich Heine Univ Dusseldorf, Dept Philosophy, Dusseldorf, Germany
来源
FRONTIERS IN PSYCHOLOGY | 2023年 / 14卷
关键词
category-based induction; conceptual spaces; inference; similarity; similarity based reasoning; ATTENTION; IDENTIFICATION; CATEGORIZATION; EFFICIENT; EXEMPLAR; MODELS;
D O I
10.3389/fpsyg.2023.1234483
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Whereas the validity of deductive inferences can be characterized in terms of their logical form, this is not true for all inferences that appear pre-theoretically valid. Nonetheless, philosophers have argued that at least some of those inferences-sometimes called "similarity-based inferences" -can be given a formal treatment with the help of similarity spaces, which are mathematical spaces purporting to represent human similarity judgments. In these inferences, we conclude that a given property pertains to a category of items on the grounds that the same property pertains to a similar category of items. We look at a specific proposal according to which the strength of such inferences is a function of the distance, as measured in the appropriate similarity space, between the category referenced in the premise and the category referenced in the conclusion. We report the outcomes of three studies that all support the said proposal.
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页数:15
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共 53 条
  • [1] Principal component analysis
    Abdi, Herve
    Williams, Lynne J.
    [J]. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (04): : 433 - 459
  • [2] [Anonymous], 1972, Problems and Projects
  • [3] Seriousness checks are useful to improve data validity in online research
    Aust, Frederik
    Diedenhofen, Birk
    Ullrich, Sebastian
    Musch, Jochen
    [J]. BEHAVIOR RESEARCH METHODS, 2013, 45 (02) : 527 - 535
  • [4] Bartha Paul., 2010, PARALLEL REASONING C, DOI [10.1093/acprof:oso/9780195325539.001.0001, DOI 10.1093/ACPROF:OSO/9780195325539.001.0001]
  • [5] Julia: A Fresh Approach to Numerical Computing
    Bezanson, Jeff
    Edelman, Alan
    Karpinski, Stefan
    Shah, Viral B.
    [J]. SIAM REVIEW, 2017, 59 (01) : 65 - 98
  • [6] Borg I., 2005, Modern multidimensional scaling: Theory and applications
  • [7] Carnap, 1952, PHILOS STUD, V3, P65, DOI [10.1007/BF02350366, DOI 10.1007/BF02350366]
  • [8] Carnap R., 1980, STUDIES INDUCTIVE LO, VII, P7, DOI DOI 10.1525/9780520318328-002
  • [9] Categorical Dimensions of Human Odor Descriptor Space Revealed by Non-Negative Matrix Factorization
    Castro, Jason B.
    Ramanathan, Arvind
    Chennubhotla, Chakra S.
    [J]. PLOS ONE, 2013, 8 (09):
  • [10] Chiu, 2000, SPATIAL TESSELLATION, DOI DOI 10.1002/9780470317013