Isolated and interrelated concepts

A continuum between purely isolated and purely interrelated concepts is described. Along this continuum, a concept is interrelated to the extent that it is influenced by other concepts. Methods for manipulating and identifying a concept’s degree of interrelatedness are introduced. Relatively isolated concepts can be empirically identified by a relatively large use of nondiagnostic features, and by better categorization performance for a concept’s prototype than for a caricature of the concept. Relatively interrelated concepts can be identified by minimal use of nondiagnostic features, and by better categorization performance for a caricature than for a prototype. A concept is likely to be relatively isolated when subjects are instructed to create images for their concepts rather than find discriminating features, when concepts are given unrelated labels, and when the categories that are displayed alternate rarely between trials. The entire set of manipulations and measurements supports a graded distinction between isolated and interrelated concepts. The distinction is applied to current models of category learning, and a connectionist framework for interpreting the empirical results is presented.

[1]  Ferdinand de Saussure Course in General Linguistics , 1916 .

[2]  K. Spence The nature of discrimination learning in animals. , 1936 .

[3]  W. R. Garner,et al.  Operationism and the concept of perception. , 1956, Psychological review.

[4]  H. M. Hanson Effects of discrimination training on stimulus generalization. , 1959, Journal of experimental psychology.

[5]  W. R. Garner,et al.  Concept learning as a function of form of internal structure , 1963 .

[6]  M. Posner,et al.  On the genesis of abstract ideas. , 1968, Journal of experimental psychology.

[7]  D. Hubel,et al.  Receptive fields and functional architecture of monkey striate cortex , 1968, The Journal of physiology.

[8]  E. Hearst Discrimination Learning as the Summation of Excitation and Inhibition , 1968, Science.

[9]  M. Ross Quillian,et al.  Retrieval time from semantic memory , 1969 .

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

[11]  E. Rosch The nature of mental codes for color categories. , 1975 .

[12]  E. Rosch,et al.  Family resemblances: Studies in the internal structure of categories , 1975, Cognitive Psychology.

[13]  E. Rosch Cognitive Representations of Semantic Categories. , 1975 .

[14]  Wayne D. Gray,et al.  Basic objects in natural categories , 1976, Cognitive Psychology.

[15]  E. Rosch,et al.  Structural bases of typicality effects. , 1976 .

[16]  A. Tversky Features of Similarity , 1977 .

[17]  W. R. Garner,et al.  Selective attention to attributes and to stimuli. , 1978, Journal of experimental psychology. General.

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

[19]  S E Palmer,et al.  Structural aspects of visual similarity , 1978, Memory & cognition.

[20]  H. Brownell,et al.  Categorizing with overlapping categories , 1978, Memory & cognition.

[21]  John R. Anderson Arguments concerning representations for mental imagery. , 1978 .

[22]  Roman Bek,et al.  Discourse on one way in which a quantum-mechanics language on the classical logical base can be built up , 1978, Kybernetika.

[23]  R. Desimone,et al.  Visual properties of neurons in a polysensory area in superior temporal sulcus of the macaque. , 1981, Journal of neurophysiology.

[24]  Dedre Gentner,et al.  Some interesting differences between nouns and verbs , 1981 .

[25]  James L. McClelland,et al.  An interactive activation model of context effects in letter perception: I. An account of basic findings. , 1981 .

[26]  J. Fodor The Modularity of mind. An essay on faculty psychology , 1986 .

[27]  P. Johnson-Laird Mental models , 1989 .

[28]  P. Churchland,et al.  From Folk Psychology to Cognitive Science: The Case against Belief. , 1985 .

[29]  David Zipser,et al.  Feature Discovery by Competive Learning , 1986, Cogn. Sci..

[30]  R. Nosofsky Attention, similarity, and the identification-categorization relationship. , 1986, Journal of experimental psychology. General.

[31]  R. Nosofsky Attention, similarity, and the identification-categorization relationship. , 1986 .

[32]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[33]  J. Hampton Inheritance of attributes in natural concept conjunctions , 1987, Memory & cognition.

[34]  Ryszard S. Michalski,et al.  Constraints and Preferences in Inductive Learning: An Experimental Study of Human and Machine Performance , 1987 .

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

[36]  G. Rhodes,et al.  Identification and ratings of caricatures: Implications for mental representations of faces , 1987, Cognitive Psychology.

[37]  Ryszard S. Michalski,et al.  Constraints and Preferences in Inductive Learning: An Experimental Study of Human and Machine Performance , 1987, Cogn. Sci..

[38]  I. Biederman Recognition-by-components: a theory of human image understanding. , 1987, Psychological review.

[39]  Douglas Herrmann,et al.  A Taxonomy of Part-Whole Relations , 1987, Cogn. Sci..

[40]  George Lakoff,et al.  Women, Fire, and Dangerous Things , 1987 .

[41]  J. Hampton Overextension of Conjunctive Concepts: Evidence for a Unitary Model of Concept Typicality and Class Inclusion , 1988 .

[42]  D. O. Hebb,et al.  The organization of behavior , 1988 .

[43]  Gregory Ashby,et al.  Decision rules in the perception and categorization of multidimensional stimuli. , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[44]  H. Hock,et al.  Perceptual units in the acquisition of visual categories. , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[45]  O. G. Selfridge,et al.  Pandemonium: a paradigm for learning , 1988 .

[46]  G. Bower,et al.  From conditioning to category learning: an adaptive network model. , 1988 .

[47]  Jerome R. Busemeyer,et al.  A New Method for Investigating Prototype Learning , 1988 .

[48]  D. Medin,et al.  Problem structure and the use of base-rate information from experience. , 1988, Journal of experimental psychology. General.

[49]  James L. McClelland,et al.  An interactive activation model of context effects in letter perception: part 1.: an account of basic findings , 1988 .

[50]  S. Ullman Aligning pictorial descriptions: An approach to object recognition , 1989, Cognition.

[51]  D. Yntema,et al.  Complementary versus contrastive classification in preschool children. , 1989, Journal of experimental child psychology.

[52]  Timothy P. McNamara,et al.  Attributes of theories of meaning. , 1989 .

[53]  G. R. Potts,et al.  Incorporating new information into existing world knowledge , 1989, Cognitive Psychology.

[54]  Reid Hastie,et al.  Tracing the footsteps of Sherlock Holmes: Cognitive representations of hypothesis testing , 1990, Memory & cognition.

[55]  E. Clark On the pragmatics of contrast , 1990, Journal of Child Language.

[56]  Ellen M. Markman,et al.  Constraints Children Place on Word Meanings , 1990, Cogn. Sci..

[57]  J. Krueger,et al.  Contrast and accentuation effects in category learning. , 1990, Journal of personality and social psychology.

[58]  Edward E. Smith,et al.  Category-Based Induction , 1990 .

[59]  Robin A. Barr,et al.  The effects of feature necessity and extrinsicity on gradedness of category membership and class inclusion relations , 1991 .

[60]  R. Nosofsky,et al.  Typicality in logically defined categories: Exemplar-similarity versus rule instantiation , 1991, Memory & cognition.

[61]  John R. Anderson,et al.  The Adaptive Nature of Human Categorization. , 1991 .

[62]  James L. McClelland,et al.  Nature, nurture, and connections: Implications of connectionist models for cognitive development. , 1991 .

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

[64]  Sandra R. Waxman,et al.  Relations among Word Meanings in Early Lexical Development. , 1992 .

[65]  M. Gluck,et al.  Explaining Basic Categories: Feature Predictability and Information , 1992 .

[66]  Adrienne Lehrer,et al.  Frames, Fields, and Contrasts : New Essays in Semantic and Lexical Organization , 1992 .

[67]  L. Barsalou Flexibility, Structure, and Linguistic Vagary in Concepts: Manifestations of a Compositional System of Perceptual Symbols , 2019, Theories of Memory.

[68]  Robert L. Goldstone Feature distribution and biased estimation of visual displays. , 1993 .

[69]  Roderick Hunt,et al.  The Enigma of Organization and Distinctiveness , 1993 .

[70]  Robert L. Goldstone Similarity, interactive activation, and mapping , 1994 .

[71]  Robert L. Goldstone Influences of categorization on perceptual discrimination. , 1994, Journal of experimental psychology. General.

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

[73]  R. Goldstone An efficient method for obtaining similarity data , 1994 .

[74]  Gerald Sommer,et al.  Pattern Recognition by Self-Organizing Neural Networks , 1994 .

[75]  Robert L. Goldstone The role of similarity in categorization: providing a groundwork , 1994, Cognition.