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Straight talk about linear separability.
Authors:Smith  J David; Murray  Morgan J  Jr; Minda  John Paul
Abstract:It is intuitive that prototypes and additive similarity calculations might underlie human categorization, promoting a special appreciation of linearly separable categories. The failure to document empirically this appreciation has helped focus interest instead on exemplar strategies, multiplicative similarity calculations, and theory-based categorization. However, existing studies have mainly sampled poorly differentiated categories with small exemplar sets. Therefore, the present research repeated existing studies on linear separability, using better differentiated categories better stocked with exemplars. Both the data patterns and modeling suggest that prototypes and a linear separability constraint may have a stronger influence on categorization for these alternative category structures. The information processing basis for this result is discussed. (PsycINFO Database Record (c) 2010 APA, all rights reserved)
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