The learning curve: Implications of a quantitative analysis
Top Cited Papers
- 26 August 2004
- journal article
- Published by Proceedings of the National Academy of Sciences in Proceedings of the National Academy of Sciences
- Vol. 101 (36) , 13124-13131
- https://doi.org/10.1073/pnas.0404965101
Abstract
The negatively accelerated, gradually increasing learning curve is an artifact of group averaging in several commonly used basic learning paradigms (pigeon autoshaping, delay- and trace-eye-blink conditioning in the rabbit and rat, autoshaped hopper entry in the rat, plus maze performance in the rat, and water maze performance in the mouse). The learning curves for individual subjects show an abrupt, often step-like increase from the untrained level of responding to the level seen in the well trained subject. The rise is at least as abrupt as that commonly seen in psychometric functions in stimulus detection experiments. It may indicate that the appearance of conditioned behavior is mediated by an evidence-based decision process, as in stimulus detection experiments. If the appearance of conditioned behavior is taken instead to reflect the increase in an underlying associative strength, then a negligible portion of the function relating associative strength to amount of experience is behaviorally visible. Consequently, rate of learning cannot be estimated from the group-average curve; the best measure is latency to the onset of responding, determined for each subject individually.Keywords
This publication has 28 references indexed in Scilit:
- Acquisition and extinction in autoshaping.Psychological Review, 2002
- Comparison of the rates of associative change during acquisition and extinction.Journal of Experimental Psychology: Animal Behavior Processes, 2002
- The rat approximates an ideal detector of changes in rates of reward: Implications for the law of effect.Journal of Experimental Psychology: Animal Behavior Processes, 2001
- Associative changes in excitors and inhibitors differ when they are conditioned in compound.Journal of Experimental Psychology: Animal Behavior Processes, 2000
- Applying Occam’s razor in modeling cognition: A Bayesian approachPsychonomic Bulletin & Review, 1997
- Significance of all-or-none learning.Psychological Bulletin, 1965
- Methodological Questions in the Study of One-Trial LearningScience, 1963
- Learning theory and the new "mental chemistry."Psychological Review, 1960
- The problem of inference from curves based on group data.Psychological Bulletin, 1956
- ENERGY, QUANTA, AND VISIONThe Journal of general physiology, 1942