Self-organizing features and categories through attentive resonance
Behavioral and Brain Sciences 21 (1):27-28 (1998)
| Abstract | Because “people create features to subserve the representation and categorization of objects” (abstract) Schyns et al. “provide an account of feature learning in which the components of a representation have close ties to the categorization history of the organism” (sect. 1.1). This commentary surveys self-organizing neural models that clarify this process. These models suggest how “top-down information should constrain the search for relevant dimensions/features of categorization” (sect. 3.4.2). | |||||||||
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Robert M. French & Elizabeth Thomas (2000). Why Localist Connectionist Models Are Inadequate for Categorization. Behavioral and Brain Sciences 23 (4):477-477.
Stephen Grossberg (1998). Representations Need Self-Organizing Top-Down Expectations to Fit a Changing World. Behavioral and Brain Sciences 21 (4):473-474.
James Tanaka (1998). Parts, Features, and Expertise. Behavioral and Brain Sciences 21 (1):37-38.
Stevan Harnad (1987). Category Induction and Representation. In [Book Chapter].
Stevan Harnad (1996). The Origin of Words: A Psychophysical Hypothesis. In [Book Chapter].
Philippe G. Schyns, Robert L. Goldstone & Jean-Pierre Thibaut (1998). Ways of Featuring in Object Categorization. Behavioral and Brain Sciences 21 (1):41-54.
Georg Dorffner (1998). Flexible Features, Connectionism, and Computational Learning Theory. Behavioral and Brain Sciences 21 (1):24-25.
Adriaan Tijsseling (1998). Do Features Arise Out of Nothing? Behavioral and Brain Sciences 21 (1):38-39.
Peter F. Dominey (1998). Flexible Categorization Requires the Creation of Relational Features. Behavioral and Brain Sciences 21 (1):23-24.
Philippe G. Schyns, Robert L. Goldstone & Jean-Pierre Thibaut (1998). The Development of Features in Object Concepts. Behavioral and Brain Sciences 21 (1):1-17.
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