Mind Bugs: The Origins of Procedural Misconceptions

Overview

As children acquire arithmetic skills, they often develop "bugs" - small, local misconceptions that cause systematic errors. Mind Bugs combines a novel cognitive simulation process with careful hypothesis testing to explore how mathematics students acquire procedural skills in instructional settings, focusing in particular on these procedural misconceptions and what they reveal about the learning process.VanLehn develops a theory of learning that explains how students develop procedural misconceptions that cause ...

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Overview

As children acquire arithmetic skills, they often develop "bugs" - small, local misconceptions that cause systematic errors. Mind Bugs combines a novel cognitive simulation process with careful hypothesis testing to explore how mathematics students acquire procedural skills in instructional settings, focusing in particular on these procedural misconceptions and what they reveal about the learning process.VanLehn develops a theory of learning that explains how students develop procedural misconceptions that cause systematic errors. He describes a computer program,"Sierra," that simulates learning processes and predicts exactly what types of procedural errors should occur. These predictions are tested with error data from several thousand subjects from schools all over the world. Moreover, each hypothesis of the theory is tested individually by determining how the predictions would change if it were removed from the theory.Integrating ideas from research in machine learning, artificial intelligence, cognitive psychology, and linguistics,Mind Bugs specifically addresses error patterns on subtraction tests, showing, for example, why some students have an imperfect understanding of the rules for borrowing. Alternative explanatory hypotheses are explored by incorporating them in Sierra in place of the primary hypotheses, and seeing if the program still explains all the subtraction bugs that it explained before.Kurt VanLehn is Assistant Professor in the Department of Psychology at Carnegie Mellon University. Mind Bugs is included in the series Learning, Development, and Conceptual Change, edited by Lila Gleitman, SusanCarey, Elissa Newport, and Elizabeth Spelke. A Bradford Book

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Editorial Reviews

Booknews
By careful examination of patterns evident in the errors which students make when performing arithmetical subtraction ("borrowing") the author attempts to illuminate how the brain goes about the business of acquiring procedural skills. The issues of primary interest to the author are deep, and he is very skillful at formulating and testing hypotheses, at describing the more general ramifications of his conclusions. A fresh and exceptionally substantial contribution to the literature of developmental and cognitive psychology. Glossary and detailed notes, very attractively produced. (NW) Annotation c. Book News, Inc., Portland, OR (booknews.com)
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Product Details

Meet the Author

Kurt VanLehn is Professor of Computer Science and Engineering at the School of Computing,Informatics and Decision Systems Engineering, Arizona State University.

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