Learning abstract relations from using categories

When people learn categories, the importance of the features and relations in the category representation reflects both their diagnosticity for classification and their relevance to the use of the category. In earlier work in which the influence of category use on the representation has been shown, only cases in which the features and relations were simple, observable, and very specific were examined. Learners may begin to understand the underlying similarities of category members by using the categories. In the four experiments presented here, learners applied a simple category-specific formula to category members. The test results showed that the learners had incorporated relations among features from this use, including cases in which the relations were abstract. This learning occurred even though the relations were actually not predictive of category membership but just perceived to be so as a function of the use.

[1]  Stephen K. Reed,et al.  Pattern recognition and categorization , 1972 .

[2]  Douglas L. Medin,et al.  Context theory of classification learning. , 1978 .

[3]  Eleanor Rosch,et al.  Principles of Categorization , 1978 .

[4]  Paul J. Feltovich,et al.  Categorization and Representation of Physics Problems by Experts and Novices , 1981, Cogn. Sci..

[5]  Edward E. Smith,et al.  Categories and concepts , 1984 .

[6]  Douglas L. Medin,et al.  Relationships between item and category learning: Evidence that abstraction is not automatic , 1983 .

[7]  Edward E. Smith,et al.  Correlated properties in natural categories , 1984 .

[8]  Edward E. Smith,et al.  Concepts and concept formation. , 1984, Annual review of psychology.

[9]  D. Medin,et al.  The role of theories in conceptual coherence. , 1985, Psychological review.

[10]  J. Kruschke,et al.  ALCOVE: an exemplar-based connectionist model of category learning. , 1992, Psychological review.

[11]  Paul D. Allopenna,et al.  The locus of knowledge effects in concept learning. , 1994, Journal of experimental psychology. Learning, memory, and cognition.

[12]  D. Medin,et al.  On the Interaction of Theory and Data in Concept Learning , 1994, Cogn. Sci..

[13]  B. Ross,et al.  Concepts and Categories , 1994 .

[14]  Koen Lamberts,et al.  Flexible tuning of similarity in exemplar-based categorization , 1994 .

[15]  B. Ross,et al.  Comparison-based learning: effects of comparing instances during category learning. , 1994, Journal of experimental psychology. Learning, memory, and cognition.

[16]  R. Sternberg Thinking and problem solving , 1994 .

[17]  R. Nosofsky,et al.  Rule-plus-exception model of classification learning. , 1994, Psychological review.

[18]  B. Ross,et al.  Predictions From Uncertain Categorizations , 1994, Cognitive Psychology.

[19]  Brian H. Ross,et al.  CATEGORY REPRESENTATIONS AND THE EFFECTS OF INTERACTING WITH INSTANCES , 1996 .

[20]  Brian H. Ross,et al.  The Use of Categories Affects Classification , 1997 .

[21]  P. Schyns,et al.  Categorization creates functional features , 1997 .

[22]  Koen Lamberts,et al.  Knowledge, Concepts, and Categories , 1997 .

[23]  A. Markman,et al.  Category Learning by Inference and Classification , 1998 .

[24]  Robert L. Goldstone,et al.  The development of features in object concepts , 1998, Behavioral and Brain Sciences.

[25]  D. Medin,et al.  Concepts do more than categorize , 1999, Trends in Cognitive Sciences.

[26]  Brian H. Ross,et al.  Postclassification category use : The effects of learning to use categories after learning to classify , 1999 .

[27]  L. Barsalou,et al.  Whither structured representation? , 1999, Behavioral and Brain Sciences.

[28]  G. Murphy,et al.  What is learned in knowledge-related categories? Evidence from typicality and feature frequency judgments , 1999, Memory & cognition.

[29]  Brian H. Ross,et al.  The effects of category use on learned categories , 2000, Memory & cognition.

[30]  A. Markman,et al.  Learning categories composed of varying instances: The effect of classification, inference, and structural alignment , 2000, Memory & cognition.

[31]  A. Markman,et al.  Inference using categories. , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[32]  B. Ross,et al.  Abstract coherent categories. , 2001, Journal of experimental psychology. Learning, memory, and cognition.