MIT CogNet, The Brain Sciences ConnectionFrom the MIT Press, Link to Online Catalog
SPARC Communities
Subscriber : Stanford University Libraries » LOG IN

space

Powered By Google 
Advanced Search

 

A Recurrent Connectionist Model of Semantic Dementia.

 Timothy T. Rogers, James L. McClelland, Matthew A. Lambon Ralph, Karalyn Patterson and John R. Hodges
  
 

Abstract:
Semantic dementia is a disorder in which patients demonstrate a progressive deterioration of semantic knowledge, while other cognitive faculties remain remarkably spared. Unlike many patients with disturbed semantics, these patients rarely show category-specific deficits. Nevertheless, the breakdown of semantic knowledge in semantic dementia is structured. We provide data from nine different tasks and several different patients, consistently showing the same four phenomena: I) The preservation of general relative to specific knowledge. II) Overgeneralization of properties from highly familiar concepts to related instances. III) Poorer performance with tasks involving words than those involving picures. IV) Different kinds of errors in the domains of living and nonliving things. These results are interpreted in the context of a model which uses semantics to map between surface representations in different modalities. We present simulation data from model versions of the nine tasks used with the patients: picture naming, naming to definition, word and picture definition, word and picture sorting, word-to-picture matching, drawing, and delayed copying. When input and output representations are constructed to match the data from attribute-listing experiments with healthy controls, the model provides a good fit to the patient data. Potential extensions and implications of the model are also discussed.

 
 


© 2010 The MIT Press
MIT Logo