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Category learning in the context of co-presented items

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Abstract

A series of four studies explore how the presentation of multiple items on each trial of a categorization task affects the course of category learning. In a three-category supervised classification task involving multi-dimensionally varying artificial organism-like stimuli, learners are shown a target plus two context items on every trial, with the context items’ category membership explicitly identified. These triads vary in whether one, two, or all three categories are represented. This presentation context can support within-category comparison and/or between-category contrast. The most successful learning occurs when all categories are represented in each trial. This pattern occurs across two different underlying category structures and across variations in learners’ prior knowledge of the relationship between the target and context items. These results appear to contrast with some other recent findings and make clear the potential importance of context-based inter-item evaluation in human category learning, which has implications for psychological theory and for real-world learning environments.

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References

  • Ashby F, Maddox W (1993) Relations between prototype, exemplar, and decision bound models of categorization. J Math Psychol 37:372–400

    Article  Google Scholar 

  • Avrahami J, Kareev Y, Bogot Y, Caspi R, Dunaevsky S, Lerner S (1997) Teaching by examples: implications for the process of category acquisition. Q J Exp Psychol A 50A(3):586–606

    Article  Google Scholar 

  • Billman D, Davila D (2001) Consistent contrast aids concept learning. Memory Cogn 29(7):1022–1035

    Article  CAS  Google Scholar 

  • Blair M, Homa D (2001) Expanding the search for a linear separability constraint on category learning. Memory Cogn 29(8):1153–1164

    Article  CAS  Google Scholar 

  • Elio R, Anderson JR (1981) The effects of category generalizations and instance similarity on schema abstraction. J Exp Psychol Hum Learn Memory 7(6):397–417

    Article  Google Scholar 

  • Elio R, Anderson JR (1984) The effects of information order and learning mode on schema abstraction. Memory Cogn 12(1):20–30

    Article  CAS  Google Scholar 

  • Gentner D (1983) Structure-mapping: a theoretical framework for analogy. Cogn Sci 7(2):155–170

    Article  Google Scholar 

  • Gentner D (1989) The mechanisms of analogical learning. In: Vosniadou S, Ortony A (eds) Similarity and analogical reasoning. Cambridge University Press, New York, pp 199–241

    Chapter  Google Scholar 

  • Gentner D, Kurtz KJ (2005) Relational categories. In: Ahn W, Goldstone RL, Love BC, Markman AB, Wolff P (eds) Categorization inside and outside the laboratory: essays in honor of Douglas L. Medin. APA decade of behavior series. American Psychological Association, Washington, DC, pp 151–175

    Chapter  Google Scholar 

  • Gentner D, Markman A (1997) Structure mapping in analogy and similarity. Am Psychol 52:45–56

    Article  Google Scholar 

  • Gentner D, Namy L (1999) Comparison in the development of categories. Cogn Dev 14:487–513

    Article  Google Scholar 

  • Gick M, Holyoak KJ (1983) Schema induction and analogical transfer. Cogn Psychol 15:1–38

    Article  Google Scholar 

  • Goldstone RL (1996) Isolated and interrelated concepts. Memory Cogn 24(5):608–628

    Article  CAS  Google Scholar 

  • Goldstone RL, Kersten A (2003) Concepts and categorization. In: Healy AF, Proctor RW (eds) Handbook of psychology: experimental psychology, vol 4. Wiley, Hoboken, pp 599–621

    Google Scholar 

  • Goldstone RL, Medin DL, Halberstadt J (1997) Similarity in context. Memory Cogn 25(2):237–255

    Article  CAS  Google Scholar 

  • Hammer R, Bar-Hillel A, Hertz T, Weinshall D, Hochstein S (2008) Comparison processes in category learning: from theory to behavior. Brain Res 1225:102–118

    Article  PubMed  CAS  Google Scholar 

  • Hammer R, Diesendruck G, Weinshall D, Hochstein S (2009a) The development of category learning strategies: what makes the difference? Cognition 112:105–119

    Article  PubMed  Google Scholar 

  • Hammer R, Herts T, Hochstein S, Weinshall D (2009b) Category learning from equivalence constraints. Cogn Process 10(3):211–232

    Article  PubMed  Google Scholar 

  • Hampton JA (1995) Testing the prototype theory of concepts. J Memory Lang 34:686–708

    Article  Google Scholar 

  • Hampton JA, Estes Z, Simmons CL (2005) Comparison and contrast in perceptual categorization. J Exp Psychol Learn Mem Cogn 31(6):1459–1476

    Article  PubMed  Google Scholar 

  • Homa D, Vosburgh R (1976) Category breadth and the abstraction of prototypical information. J Exp Psychol Hum Learn Memory 2(3):322–330

    Article  Google Scholar 

  • Hummel JE, Holyoak KJ (1997) Distributed representations of structure: a theory of analogical access and mapping. Psychol Rev 104:427–466

    Article  Google Scholar 

  • Hummel JE, Holyoak KJ (2003) A symbolic-connectionist theory of relational inference and generalization. Psychol Rev 110(2):220–264

    Article  PubMed  Google Scholar 

  • Jones M, Sieck W (2003) Learning myopia: An adaptive recency effect in category learning. J Exp Psychol Learn Mem Cogn 31(6):626–640

    Google Scholar 

  • Jones M, Love BC, Maddox WT (2006) Recency effects as a window to generalization: Separating decisional and perceptual sequential effects in category learning. J Exp Psychol Learn Mem Cogn 29(4):316–332

    Google Scholar 

  • Kovack-Lesh KA, Oakes LM (2007) Hold your horses: how exposure to different items influences infant categorization. J Exp Child Psychol 98:69–93

    Article  PubMed  Google Scholar 

  • Kruschke JK (1992) ALCOVE: an exemplar-based connectionist model of category learning. Psychol Rev 99(1):22–44

    Article  PubMed  CAS  Google Scholar 

  • Kurtz KJ, Boukrina O (2004) Learning relational categories by comparison of paired examples. In: Proceedings of the twenty-sixth annual conference of the cognitive science society

  • Livingston K, Andrews J (1995) On the interaction of prior knowledge and stimulus structure in category learning. Q J Exp Psychol A 48A(1):208–236

    Google Scholar 

  • Loewenstein J, Thompson L, Gentner D (1999) Analogical encoding facilitates knowledge transfer in negotiation. Psychon Bull Rev 6(4):586–597

    Article  PubMed  CAS  Google Scholar 

  • Markman AB, Maddox WT (2003) Classification of exemplars with single- and multiple-feature manifestations: the effects of relevant dimension variation and category structure. J Exp Psychol Learn Mem Cogn 29(1):107–117

    Article  PubMed  Google Scholar 

  • Markman AB, Ross BH (2003) Category use and category learning. Psychol Bull 129(4):592–613

    Article  PubMed  Google Scholar 

  • Medin DL, Bettger JG (1994) Presentation order and recognition of categorically related examples. Psychon Bull Rev 1(2):250–254

    Article  Google Scholar 

  • Medin DL, Schaffer MM (1978) Context theory of classification learning. Psychol Rev 85:207–238

    Article  Google Scholar 

  • Murphy GL (2002) The big book of concepts. MIT Press, Cambridge

    Google Scholar 

  • Murphy GL (2003) Ecological validity and the study of concepts. In: Ross BH (ed) The psychology of learning and motivation, vol 43. Academic Press, San Diego, pp 1–41

    Google Scholar 

  • Nosofsky RM, Palmeri TJ (1997) An exemplar-based random walk model of speeded classification. Psychol Rev 104:266–300

    Article  PubMed  CAS  Google Scholar 

  • Nosofsky RM, Palmeri T, McKinley S (1994) Rule-plus-exception model of classification learning. Psychol Rev 101:55–79

    Article  Google Scholar 

  • Rosch E (1978) Principles of categorization. In: Rosch E, Lloyd BB (eds) Cognition and categorization. Erlbaum, Hillsdale, pp 27–48

    Google Scholar 

  • Ross BH, Perkins SJ, Tenpenny PL (1990) Reminding-based category learning. Cogn Psychol 22:460–492

    Article  Google Scholar 

  • Smith DJ, Minda JP (2000) Thirty categorization results in search of a model. J Exp Psychol Learn Mem Cogn 26(1):3–27

    Article  PubMed  CAS  Google Scholar 

  • Smith EE, Patalano AL, Jonides J (1998) Alternative strategies of categorization. Cognition 65(2–3):167–196

    Article  PubMed  CAS  Google Scholar 

  • Spalding TL, Ross BH (1994) Comparison-based learning: Effects of comparing instances during category learning. J Exp Psychol Learn Mem Cogn 20(6):1251–1263

    Article  PubMed  CAS  Google Scholar 

  • Stewart N, Brown G, Chater N (2002) Sequence effects in categorization of simple perceptual stimuli. J Exp Psychol Learn Mem Cogn 28:3–11

    Article  PubMed  Google Scholar 

  • Tversky A (1977) Features of similarity. Psychol Rev 84(4):327–352

    Article  Google Scholar 

  • Wattenmaker WD (1993) Incidental concept learning, feature frequency, and correlated properties. J Exp Psychol Learn Mem Cogn 19(1):203–222

    Article  PubMed  CAS  Google Scholar 

  • Wedell DH, Parducci A, Geiselman RE (1987) A formal analysis of ratings of physical attractiveness: successive contrast and simultaneous assimilation. J Exp Soc Psychol 23:230–249

    Article  Google Scholar 

  • Yamauchi T, Markman AB (1998) Category learning by inference and classification. J Memory Lang 39(1):124–148

    Article  Google Scholar 

Download references

Acknowledgments

We wish to thank Peter Alfaro, Ariana Brill, Jason Chen, Jessica Cicchino, Elizabeth Gonsiorowski, Amanda Hsiung, Emma Myers, and Deanna Simeone for their assistance with these studies, and the Vassar College Undergraduate Research Summer Institute for financial support.

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Correspondence to Janet K. Andrews.

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Andrews, J.K., Livingston, K.R. & Kurtz, K.J. Category learning in the context of co-presented items. Cogn Process 12, 161–175 (2011). https://doi.org/10.1007/s10339-010-0377-5

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