Publication | Closed Access
How to Identify a Domain-General Learning Mechanism When You See One
35
Citations
57
References
2011
Year
Artificial IntelligenceConcept FormationEngineeringMachine LearningMultistrategy LearningCognitionPsychologySocial SciencesDevelopmental PsychologyWriting ProcessData SciencePattern RecognitionCognitive DevelopmentCognitive AnalysisExperimental DesignLearning ProblemCognitive ScienceComputational Learning TheoryCognitive StudyAutonomous LearningLearning SciencesKnowledge DiscoveryLearning AnalyticsComputer ScienceDomain-general Learning MechanismExperimental PsychologyLearning TheoryDevelopmental ScienceCognitive Psychology
Abstract A longstanding and fundamental debate in developmental science is whether knowledge is acquired through domain-specific or domain-general mechanisms. To date, there exists no tool to determine whether experimental data support one theoretical approach or the other. In this article, we argue that the U- and N-shaped curves found in a number of studies across a range of developmental areas are a product of domain-general learning. This pattern arises through a combination of improving cognitive capacities, which allow for different levels of processing, and emergent constraints on learning. We propose that developmental scientists' knowledge of the meaning of this pattern can aid the theoretical interpretation of data as well as experimental design to incorporate a sufficiently inclusive range of ages. ACKNOWLEDGMENTS The authors wish to thank Nora Newcombe for inspiring this article, and Erik Thiessen, Gedeon Deák, and Cara Cashon for their constructive comments during the writing process.
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