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Nonmonotonic extrapolation in function learning
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UNSPECIFIED (2004) Nonmonotonic extrapolation in function learning. In: 3rd International Conference on Memory, VALENCIA, SPAIN, JUL, 2001. Published in: JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 30 (1). pp. 38-50.
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Official URL: http://dx.doi.org/10.1037/0278-7393.30.1.38
Abstract
This article reports the results of an experiment addressing extrapolation in function learning, in particular the issue of whether participants can extrapolate in a nonmonotonic manner. Existing models of function learning, including the extrapolation association model of function learning (EXAM; E. L. DeLosh, J. R. Busemeyer, & M. A. McDaniel, 1997), cannot account for this type of extrapolation pattern. We present the results of an experiment in which participants were shown a series of paired stimulus-response magnitudes where the relationship between these 2 dimensions conformed to a cyclic function. Participants were shown to extrapolate from these training data in a nonmonotonic way, contrary to predictions from EXAM. A new model of function learning is presented, which predicts responses more accurately than EXAM.
| Item Type: | Conference Item (UNSPECIFIED) |
|---|---|
| Subjects: | B Philosophy. Psychology. Religion > BF Psychology |
| Journal or Publication Title: | JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION |
| Publisher: | AMER PSYCHOLOGICAL ASSOC |
| ISSN: | 0278-7393 |
| Date: | January 2004 |
| Volume: | 30 |
| Number: | 1 |
| Number of Pages: | 13 |
| Page Range: | pp. 38-50 |
| Identification Number: | 10.1037/0278-7393.30.1.38 |
| Publication Status: | Published |
| Title of Event: | 3rd International Conference on Memory |
| Location of Event: | VALENCIA, SPAIN |
| Date(s) of Event: | JUL, 2001 |
| URI: | http://wrap.warwick.ac.uk/id/eprint/8895 |
Data sourced from Thomson Reuters' Web of Knowledge
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