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Psychopathologies
 Other Disorders

Connectionist Models of Cognitive, Affective, Brain and Behavioral Disorders

Theoretical Musings

On this site!!!
Recent connectionist and "neural network" models of behavior, information processing patterns, and brain activity present in people with cognitive, affective, brain, and behavioral disorders are reviewed on this web site. Ways that assumptions regarding normal and disordered behavior may be represented in connectionist models are discussed for features of various disorders. Similarities and differences between the models and criteria for their evaluation are presented, and suggestions for inclusion of information which may help to make these models more directly comparable in the future are considered. 
 

Motivation for Modeling Disorder

Shared Features

Connectionist models of disorders share a common set of assumptions which guide their construction, and a common method of investigating disorder. Common assumptions, generally termed the "connectionist approach" or "connectionist framework" have evolved over the last four decades from the desire to represent behaviors without a central "program" or mechanism controlling them, so as to reflect the lack of central control in neurological processes.  A common approach to investigating disorder, described below, follows naturally from these guiding assumptions, and involves systematic perturbations of models of non-pathological functioning.

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Introduction to the Connectionist Approach

How to Pathologize a Model -- Perturbing Normal Functioning 

Distinctive Features -- Dimensions on Which Models May Vary

There is a great deal of room for variability in the models which may be created and the ways in which they may be tested and validated, within the framework presented above. Of particular interest in this review are what aspects of pathology may be modeled with neural networks, what approaches may be used to model disorder, what types of claims may be made from successful neural network models, and how these claims are validated. These dimensions give rise to formal codings for network models which are cataloged in the Aggregate Analyses below.

Aggregate Analysis of the field, as of 1996

Suggestions for Future Modelers Based on the Aggregate Analysis

References for articles discussed in this review