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  Inducing Metric Violations in Human Similarity Judgements

Laub, J., Macke, J., Müller, K.-R., & Wichmann, F. (2007). Inducing Metric Violations in Human Similarity Judgements. Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, 777-784.

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資料種別: 会議論文

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 作成者:
Laub, J, 著者
Macke, JH1, 2, 著者           
Müller, K-R2, 著者           
Wichmann, FA2, 著者           
Schölkopf, 編集者
B., 編集者
Platt, J., 編集者
Hofmann, T., 編集者
所属:
1Research Group Computational Vision and Neuroscience, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497805              
2Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              

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 要旨: Attempting to model human categorization and similarity judgements is both a very interesting but also an exceedingly difficult challenge. Some of the difficulty arises because of conflicting evidence whether human categorization and similarity judgements should or should not be modelled as to operate on a mental representation that is essentially metric. Intuitively, this has a strong appeal as it would allow (dis)similarity to be represented geometrically as distance in some internal space. Here we show how a single stimulus, carefully constructed in a psychophysical experiment, introduces l2 violations in what used to be an internal similarity space that could be adequately modelled as Euclidean. We term this one influential data point a conflictual judgement. We present an algorithm of how to analyse such data and how to identify the crucial point. Thus there may not be a strict dichotomy between either a metric or a non-metric internal space but rather degrees to which potentially large subsets of stimuli are represented metrically with a small subset causing a global violation of metricity.

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 日付: 2007-09
 出版の状態: 出版
 ページ: -
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 識別子(DOI, ISBNなど): ISBN: 0-262-19568-2
URI: http://nips.cc/Conferences/2006/
BibTex参照ID: 4266
 学位: -

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イベント名: Twentieth Annual Conference on Neural Information Processing Systems (NIPS 2006)
開催地: Vancouver, BC, Canada
開始日・終了日: -

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出版物 1

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出版物名: Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference
種別: 学術雑誌
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出版社, 出版地: Cambridge, MA, USA : MIT Press
ページ: - 巻号: - 通巻号: - 開始・終了ページ: 777 - 784 識別子(ISBN, ISSN, DOIなど): -