Leisure & Entertainment

Search vs. knowledge : an analysis from the domain of games


Presented at the NATO Symposium Human and Artificial Intelligence, Lyon, France, October, CMU Technical Report

Mechanisms of skill acquisition and the law of practice


"Practice, and the performance improvement that it engenders, has long been a major topic in psychology. In this paper, both experimental and theoretical approaches are employed in an investigation of the mechanisms underlying this improvement On the experimental side, it is argued that a single law, the power law of practice, adequately describes all of the practice data. On the theoretical side, a model of practice rooted in modern cognitive psychology, the chunking theory of learning, is formulated. The paper consists of (1) the presentation of a set of empirical practice curves; (2) mathematical investigations into the nature of power law functions; (3) evaluations of the ability of three different classes of functions to adequatdy model the empirical curves; (4) a discussion of the existing models of practice; (5) a presentation of the chunking theory of learning."In J. R. Anderson (Ed.), Cognitive Skills and their Acquisition (pp. 1-55). Hillsdale, NJ: Erlbaum.