Dissimilarity cumulation theory and subjective metrics |
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Authors: | Ehtibar N. Dzhafarov Hans Colonius |
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Affiliation: | a Department of Psychological Sciences, Purdue University, 703 Third Street, West Lafayette, IN 47907-2081, USA b Oldenburg University, Germany |
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Abstract: | We present a new mathematical notion, dissimilarity function, and based on it, a radical extension of Fechnerian Scaling, a theory dealing with the computation of subjective distances from pairwise discrimination probabilities. The new theory is applicable to all possible stimulus spaces subject to the following two assumptions: (A) that discrimination probabilities satisfy the Regular Minimality law and (B) that the canonical psychometric increments of the first and second kind are dissimilarity functions. A dissimilarity function Dab for pairs of stimuli in a canonical representation is defined by the following properties: (1) a≠b?Dab>0; (2) Daa=0; (3) If and , then ; and (4) for any sequence {anXnbn}n∈N, where Xn is a chain of stimuli, DanXnbn→0?Danbn→0. The expression DaXb refers to the dissimilarity value cumulated along successive links of the chain aXb. The subjective (Fechnerian) distance between a and b is defined as the infimum of DaXb+DbYa across all possible chains X and Y inserted between a and b. |
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Keywords: | Deviation Dissimilarity Discrimination probability Fechnerian Scaling Observation area Oriented distance Perceptual discrimination Regular Minimality Same-different judgements Stimulus chains Stimulus space Subjective equality Symmetric distance Topology Uniformity |
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