Testing global memory models using ROC curves.

Abstract

Global memory models are evaluated by using data from recognition memory experiments. For recognition, each of the models gives a value of familiarity as the output from matching a test item against memory. The experiments provide ROC (receiver operating characteristic) curves that give information about the standard deviations of familiarity values for old and new test items in the models. The experimental results are consistent with normal distributions of familiarity (a prediction of the models). However, the results also show that the new-item familiarity standard deviation is about 0.8 that of the old-item familiarity standard deviation and independent of the strength of the old items (under the assumption of normality). The models are inconsistent with these results because they predict either nearly equal old and new standard deviations or increasing values of old standard deviation with strength. Thus, the data provide the basis for revision of current models or development of new models.

Cites (28)

1. Untitled work
   1966 · Medical Entomology and Zoology
2. Memory and cognition
   Walter Kintsch · 1977 · Medical Entomology and Zoology
3. "Schema abstraction" in a multiple-trace memory model.
   Hintzman, Douglas L. · 1986 · Psychological Review
4. A retrieval model for both recognition and recall.
   Gillund, Gary, Shiffrin, Richard M. · 1984 · Psychological Review
5. Judgments of frequency and recognition memory in a multiple-trace memory model.
   Douglas L. Hintzman · 1988 · Psychological Review
6. A theory for the storage and retrieval of item and associative information.
   Bennet B. Murdock · 1982 · Psychological Review
7. Connectionist models of recognition memory: Constraints imposed by learning and forgetting functions.
   Ratcliff, Roger · 1990 · Psychological Review
8. A Primer of Signal Detection Theory
   McNicol, Don · 2005 · Psychology Press eBooks
9. A retrieval theory of priming in memory.
   Ratcliff, Roger, McKoon, Gail · 1988 · Psychological Review
10. Human Memory: Theory and Data
    Wood, Gordon, Murdock, Bennet B. · 1975 · The American Journal of Psychology

Show all 28 references

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   Norman, Kenneth A., O'Reilly, Randall C. · 2003 · Psychological Review
3. Two-stage dynamic signal detection: A theory of choice, decision time, and confidence.
   Pleskac, Timothy J., Busemeyer, Jerome R. · 2010 · Psychological Review
4. Recollection and familiarity: Examining controversial assumptions and new directions
   Yonelinas, Andrew P., Aly, Mariam, Wang, Wei‐Chun, Koen, Joshua D. · 2010 · Hippocampus
5. Components of episodic memory: the contribution of recollection and familiarity
   Yonelinas, Andrew P. · 2001 · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences

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