Literature DB >> 1402715

Shapes of reaction-time distributions and shapes of learning curves: a test of the instance theory of automaticity.

G D Logan1.   

Abstract

The instance theory assumes that automatic performance is based on single-step direct-access retrieval from memory of prior solutions to present problems. The theory predicts that the shape of the learning curve depends on the shape of the distribution of retrieval times. One can deduce from the fundamental assumptions of the theory that (1) the entire distribution of reaction times, not just the mean, will decrease as a power function of practice; (2) asymptotically, the retrieval-time distribution must be a Weibull distribution; and (3) the exponent of the Weibull, which is the parameter that determines its shape, must be the reciprocal of the exponent of the power function. These predictions were tested and mostly confirmed in 12 data sets from 2 experiments. The ability of the instance theory to predict the power law is contrasted with the ability of other theories to account for it.

Mesh:

Year:  1992        PMID: 1402715     DOI: 10.1037//0278-7393.18.5.883

Source DB:  PubMed          Journal:  J Exp Psychol Learn Mem Cogn        ISSN: 0278-7393            Impact factor:   3.051


  55 in total

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2.  Effects of similarity and practice on speeded classification response times and accuracies: further tests of an exemplar-retrieval model.

Authors:  R M Nosofsky; L A Alfonso-Reese
Journal:  Mem Cognit       Date:  1999-01

Review 3.  How to fit a response time distribution.

Authors:  T Van Zandt
Journal:  Psychon Bull Rev       Date:  2000-09

4.  The power law repealed: the case for an exponential law of practice.

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5.  A comparison of two response time models applied to perceptual matching.

Authors:  T Van Zandt; H Colonius; R W Proctor
Journal:  Psychon Bull Rev       Date:  2000-06

6.  Evidence accumulation in decision making: unifying the "take the best" and the "rational" models.

Authors:  Michael D Lee; Tarrant D R Cummins
Journal:  Psychon Bull Rev       Date:  2004-04

7.  An evaluation of the Vincentizing method of forming group-level response time distributions.

Authors:  Jeffrey N Rouder; Paul L Speckman
Journal:  Psychon Bull Rev       Date:  2004-06

8.  Item learning in cognitive skill training: effects of item difficulty.

Authors:  William J Hoyer; John Cerella; Serge V Onyper
Journal:  Mem Cognit       Date:  2003-12

9.  Modeling and Estimating Recall Processing Capacity: Sensitivity and Diagnostic Utility in Application to Mild Cognitive Impairment.

Authors:  Michael K Wenger; Selamawit Negash; Ronald C Petersen; Lyndsay Petersen
Journal:  J Math Psychol       Date:  2010-02-01       Impact factor: 2.223

Review 10.  Accounting for speed-accuracy tradeoff in perceptual learning.

Authors:  Charles C Liu; Takeo Watanabe
Journal:  Vision Res       Date:  2011-09-19       Impact factor: 1.886

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