Computational Models of Implicit Learning

Abstract Implicit learning – broadly construed as learning without awareness – is a complex, multifaceted phenomenon that defies easy definition. Frensch (1998) listed as many as eleven definitions in an overview, a diversity that is undoubtedly symptomatic of the conceptual and methodological challenges that continue to pervade the field forty years after the term first appeared in the literature (Reber, 1967). According to Berry and Dienes (1993), learning is implicit when an individual acquires new information without intending to do so and in such a way that the resulting knowledge is difficult to express. In this, implicit learning thus contrasts strongly with explicit learning (e.g., as when learning how to solve a problem or learning a concept), which is typically hypothesisdriven and fully conscious. Implicit learning is the process through which one becomes sensitive to certain regularities in the environment: (1) without trying to learn regularities, (2) without knowing that one is learning regularities, and (3) in such a way that the resulting knowledge is unconscious.
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    Axel Cleeremans (1998). Implicit Learning. Trends in Cognitive Sciences 2 (10):406-416.
    Axel Cleeremans (forthcoming). Attention and Awareness in Sequence Learning. Proceedings of the Fiftheenth Annual Conference of the Cognitive Science Society:227-232.
    Axel Cleeremans (1997). Principles for Implicit Learning. In Dianne C. Berry (ed.), How Implicit is Implicit Learning? Oxford University Press.
    Michael A. Stadler & Henry L. I. Roediger (1998). The Question of Awareness in Research on Implicit Learning. In Stadler, M; Frensch, P. (Eds.) Handbook of Implicit Learning. Sage Publications.

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