Categorizing entities by common role

Many categories group together entities that play a common role across situations. For example, guest and host refer to complementary roles in visiting situations and, thus, are role-governed categories (A. B. Markman & Stilwell, Journal of Experiment & Theoretical Artificial Intelligence, 13, 329-358, 2001). However, categorizing an entity by role is one of many possible classification strategies. This article examines factors that promote role-governed categorization over thematic-relation-based categorization (Lin & Murphy, Journal of Experimental Psychology: General, 130, 3-28, 2001). In Experiments 1a and 1b, we demonstrate that the use of novel category labels facilitates role-governed categorization. In Experiments 2a and 2b, we demonstrate that analogical comparison facilitates role-governed categorization. In Experiments 1b and 2b, we show that these facilitatory factors induce a general sensitivity to role information, as opposed to only promoting role-governed categorization on an item-by-item basis.

[1]  D. Gentner,et al.  Structure mapping in analogy and similarity. , 1997 .

[2]  Micah B. Goldwater,et al.  The empirical case for role-governed categories , 2011, Cognition.

[3]  Robert L. Goldstone,et al.  When Do Words Promote Analogical Transfer? , 2010, J. Probl. Solving.

[4]  D. Gentner,et al.  Structural Alignment during Similarity Comparisons , 1993, Cognitive Psychology.

[5]  S. Barolo,et al.  Structural rules and complex regulatory circuitry constrain expression of a Notch- and EGFR-regulated eye enhancer. , 2010, Developmental cell.

[6]  D. Gentner,et al.  Language and the career of similarity. , 1991 .

[7]  Todd R. Ferretti,et al.  Thematic Roles as Verb-specific Concepts , 1997 .

[8]  Brian H. Ross,et al.  Food for Thought: Cross-Classification and Category Organization in a Complex Real-World Domain , 1999, Cognitive Psychology.

[9]  Ellen M. Markman,et al.  Categorization and Naming in Children: Problems of Induction , 1989 .

[10]  Takashi Yamauchi,et al.  Labeling bias and categorical induction: generative aspects of category information. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[11]  John E. Hummel,et al.  Distributed representations of structure: A theory of analogical access and mapping. , 1997 .

[12]  Dedre Gentner,et al.  Relational Categories Dedre Gentner and Kenneth J Kurtz Relational Categories , 2005 .

[13]  Gail D. Heyman,et al.  Carrot-Eaters and Creature-Believers: The Effects of Lexicalization on Children's Inferences About Social Categories , 1999 .

[14]  Takashi Yamauchi,et al.  Finding abstract commonalties of category members , 2009, J. Exp. Theor. Artif. Intell..

[15]  R. Barr,et al.  Category representations and their implications for category structure , 1987, Memory & cognition.

[16]  A. Lindh,et al.  Food for Thought , 1999, Nature.

[17]  E. Markman,et al.  Children's sensitivity to constraints on word meaning: Taxonomic versus thematic relations , 1984, Cognitive Psychology.

[18]  B. Love,et al.  Beyond common features: The role of roles in determining similarity , 2007, Cognitive Psychology.

[19]  Florencia K. Anggoro,et al.  Structure mapping and relational language support children's learning of relational categories. , 2011, Child development.

[20]  Takashi Yamauchi,et al.  Category labels versus feature labels: Category labels polarize inferential predictions , 2008, Memory & cognition.

[21]  D. Gentner,et al.  Making a silk purse out of two sow's ears: young children's use of comparison in category learning. , 2002, Journal of experimental psychology. General.

[22]  K. McRae,et al.  Proceedings of the 30th Annual Conference of the Cognitive Science Society. , 2008 .

[23]  G. Murphy,et al.  Thematic relations in adults' concepts. , 2001, Journal of experimental psychology. General.

[24]  D. Gentner,et al.  Relational language and the development of relational mapping , 2005, Cognitive Psychology.

[25]  Roger S. Brown,et al.  Linguistic determinism and the part of speech. , 1957, Journal of abnormal psychology.

[26]  D. Gentner,et al.  Language in Mind: Advances in the Study of Language and Thought , 2003 .

[27]  Arthur B. Markman,et al.  What is typical about the typicality effect in category-based induction? , 2010, Memory & cognition.

[28]  Mutsumi Imai,et al.  Children's Theories of Word Meaning: The Role of Shape Similarity in Early Acquisition , 1994 .

[29]  Arthur B. Markman,et al.  Erratum to: What is typical about the typicality effect in category-based induction? , 2010 .

[30]  LEARNING PROBABILISITIC RELATIONAL CATEGORIES , 2009 .

[31]  Arthur B. Markman,et al.  Role-governed categories , 2001, J. Exp. Theor. Artif. Intell..

[32]  Jennifer A. Asmuth,et al.  Context Sensitivity of Relational Nouns , 2005 .

[33]  E. Markman.  Categorization and naming in children , 1989 .

[34]  Dedre Gentner,et al.  Why we’re so smart , 2003 .

[35]  Dedre Gentner,et al.  The effect of language on similarity: The use of relational labels improves young children’s performance in a mapping task , 1998 .

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

[37]  Dedre Gentner,et al.  Can relationality be distinguished from abstractness in noun mutability , 2008 .