General NNs
Reviews
Psychopathologies
 Other Disorders

General Introductions to Connectionist Models of Mental Disorders and Calls for More Work in the Area

 

Articles

Aakerlund, L., Hemmingsen, R. (1998). Neural networks as models of psychopathology. Biol Psychiatry., 43, 471-82.

Allen, N. B. (1998). Comment: Neural networks, a new microscope to study psychiatric classification? Australian & New Zealand Journal of Psychiatry, 32, 695-697.

Caspar, F., Rosenfluh, T., Segal, Z. (1992). The appeal  of connectionism for clinical psychology.  Clinical Psychology Review, 12, 719-762.

Caspar, F. (1998). A connectionist view of psychotherapy. In D. Stein and J. Ludick (Eds.) Neural Networks and Psychopathology, pp. 88-131. Cambridge: Cambridge University Press.

Cohen, J. D., Servan-Schreiber, D. (1992a). Introduction to neural network models in psychiatry, Psychiatric Annals, 22(3), 113-118.

Del-Nero. H. S., Piqueira, J. R., Maranca, A., Maciel, L. (1995). Psychiatric aspects of a syndrome-type-reduction strategy based upon neurodynamics. In Proceedings of WCNN '95. World Congress on Neural Networks. International Neural Network Society Annual Meeting. Lawrence Erlbaum Associates,  Mahwah, NJ, USA; p.286-9

Finkel LH (2000): Neuroengineering models of brain disease. Annu Rev Biomed Eng 2:577-606.

Forrest, D. V. (1991). Mental, neuropsychic, and brain patterns of defense: Neuropsychic defense continua from psychopathology to the particularly human parallel networks that are problematic for artificial intelligence.. Journal of the American Academy of Psychoanalysis., 19, 99-123.

Forrest, D.V. (1998). The patient in the machine: Challenges for neurocomputing. In D. Stein and J. Ludick (Eds.) Neural Networks and Psychopathology, pp. 347-365. Cambridge: Cambridge University Press.

Hestenes, D. (1998). Modulatory mechanisms in mental disorders. In D. Stein and J. Ludick (Eds.) Neural Networks and Psychopathology, pp. 132-166. Cambridge: Cambridge University Press.

Hoffman, R. (1997). What neural network studies suggest regarding the boundary between conscious and unconscious mental processes. In D. J. Stein (Ed.) Cognitive Science and the Unconscious. (pp. 121-146). Washington, DC.: American Psychiatric Press, Inc.

Levine, D. S. (1995). Disease: Neural network models. In M. Arbib (Ed.) The handbook of brain theory and neural networks. (pp. 315-318). Cambridge, MA: MIT Press.

Matthews, G., Derryberry, D., & Siegle, G. J. (2000). Personality and emotion: Cognitive science perspectives. In S.E. Hampson (Ed). Advances in personality psychology, Vol. 1. (pp. 199-237). Psychology Press/Taylor & Francis, Philadelphia, PA.

Miller, L. (1988). Behaviorism and the new science of cognition.. Psychological Record., 38, 3-18.

Park, S. B. G., Young AH (1994). Connectionism and psychiatry: a brief review. Philosophy, Psychiatry and Psychology 1: 51-58

Park, S. B. G. (1998) Neural networks and psychopharmacology. In D. Stein and J. Ludick (Eds.) Neural Networks and Psychopathology, pp. 34-56. Cambridge: Cambridge University Press.

Randolph W. Parks, Daniel S. Levine, and Debra L. Long. (1998). Fundamentals of Neural Network Modeling: Neuropsychology and Cognitive Neuroscience, Cambridge, Mass., MIT Press.

J. Reggia, R. Berndt, E. Ruppin (1998). Computer Models: A New Approach to the Investigation of Disease. MD Computing.

Reggia, J., Berndt, R., & D'Autrechy, L. (1995). Connectionist models in neuropsychology. In Handbook of
Neuropsychology, vol. 9 (pp. 297-333), Amsterdam: Elsevier Science.

Reilly KD, Freese MR, Rowe PB, Jr. (1984): Computer simulation modeling of abnormal behavior: a program approach. Behav Sci 29:186-211.

Ruppin, E., Reggia, J.A., Glanzman, D.L. (1999). Introduction: Understanding brain and cognitive disorders: The computational perspective. In J.A. Reggia, E. Ruppin, D.L. Glanzman (Eds.) Disorders of Brain, Behavior, and Cognition: The Neurocomputational Perspective . (pp. ix-xvi). New York: Elsevier.

Reggia J, Ruppin E and Berndt R (editors) (1996). Neural Modeling of Brain and Cognitive Disorders. World Scientific.

Reggia, J.A., Ruppin, E., Glanzman, D.L. (Eds.) Disorders of Brain, Behavior, and Cognition: The Neurocomputational Perspective . New York: Elsevier.

Ruppin, E. (1995). Neural Modeling of Psychiatric Disorders. Network, 6, 636-656.

Ruppin E, Reggia JA (1998): Seeking order in disorder: computational studies of neurologic and psychiatric diseases. Artificial Intelligence in Medicine, 13:1-12.

Sher, K.J. & Trull, T.J. (1996). Methodological issues in psychopathology research. Annual Review of Psychology, 47, 371-401.

Siegle, G. (1997) Why I make models (or what I learned in graduate school about validating clinical causal theories with computational models). The Behavior Therapist, 20, 179-184.

Siegle, G. (1999). How to legitimate a field. Neural Networks, 12, 1331-1333. Note: This article is a review of Stein & Ludik's (1998) book with some extra advice for the field.

Siegle, G. J. (2001). Connectionist models of psychopathology: Crossroads of the cognitive and affective neuroscience of disorder. Cognitive Processing. 2, 455-486. Published in 2003.

Siegle, G. J. & Hasselmo, M. (2002). Using neural network models of psychopathology to inform assessment. Psychological Assessment, 14, 263-278.

Spitzer, M. (1998). The history of neural network research in psychopathology. In D. Stein and J. Ludick (Eds.) Neural Networks and Psychopathology, pp. 14-33. Cambridge: Cambridge University Press.

Spitzer, M. (1997). Neuronal networks and psychopathology. Nervenarzt., 68, 21-37.

Spitzer, M. (2003). Neural Networks And Psychopathology. Australian & New Zealand Journal of Psychiatry. 37 Supplement 1:A30-A31.

Stein, D. J., & Ludik, J. (1998). Neural networks and psychopathology: An introduction. In D. Stein and J. Ludick (Eds.) Neural Networks and Psychopathology, pp. 3-13. Cambridge: Cambridge University Press.

Tagametz, M.A. & Horwitz, B. (1999). Functional brain imaging and modeling of brain disorders. In J.A. Reggia, E. Ruppin, D.L. Glanzman (Eds.) Disorders of Brain, Behavior, and Cognition: The Neurocomputational Perspective . (pp. 185-202). New York: Elsevier.

Tryon, W. W. (1993a). Neural networks: I. Theoretical unification through connectionism. Clinical Psychology Review, 13,(4):341-352.

Tryon, W. W. (1993b). Neural networks: II. Unified learning theory and behavioral psychotherapy.  Clinical Psychology Review, 13,(4):353-371.

Tryon, W. W. (1995). Resolving the cognitive behavioral controversy. The Behavior Therapist. 18(5):83-85.

Turkle, S., (1988). Artificial Intelligence and Psychoanalysis: A New Alliance. Daedalus,117(1), 241-268.

John W. Weinstein,  T. Myers, J. Casciari, J. Buolamwini, K. Raghaven. (1994). Neural Networks in the Biomedical Sciences: A Survey of 386 Publications Since the Beginning of 1991. Proceedings of the World Congress on Neural Networks (WCNN'94), Vol. I, 121-126