Inducing Metric Violations in Human Similarity Judgements

Laub, Julian, Müller, Klaus-Robert, Wichmann, Felix A., Macke, Jakob H.

Neural Information Processing Systems 

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.

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