CONNECTIONIST MODELING OF THE BREAKDOWN AND RECOVERY OF READING VIA MEANING

At leasttwo processingroutesin thebrainareinvolved in pronouncingwrittenwords:asemantic routethatderivesthepronunciationvia meaning,andaphonologicalroutethatderivesit via spelling-sound correspondences. Simulationsinvolving partialdamageto anisolatedsemantic route(Plaut& Shallice,1993)provide acomprehensi ve accountof theratherpeculiarcombination of symptomsexhibitedby patientswith deepdyslexia, includingtheoccurrenceof semantic errors(e.g.,readingRIVER as“ocean”), their co-occurrencewith visualerrors,andinfluences of imageabilityor concreteness oncorrectanderrorperformance. Furthermore, whenaversion of the model is retrainedafter damage(Plaut,1996), the degreeandvariability of its recovery andgeneralizationarequalitati vely similar to the resultsof somecognitive rehabilitation studies.Theresultschallengetraditionalassumptionsaboutthenatureof themechanismsubservingword reading,andillustratethevalueof explicit computationalsimulationsof normal andimpairedcognitive processes. They alsosuggesthatconnectionistmodelingcanprovide a framework for generatingspecifichypothesesaboutstrategiesfor rehabilitation.

[1]  M. Beauvois,et al.  Phonological alexia: three dissociations. , 1979, Journal of neurology, neurosurgery, and psychiatry.

[2]  Myrna F. Schwartz,et al.  A CONNECTIONIST MODEL OF NAMING ERRORS IN APHASIA , 1996 .

[3]  M. Coltheart Lexical access in simple reading tasks , 1978 .

[4]  A. Basso,et al.  Aphasia therapy , 2004, The Italian Journal of Neurological Sciences.

[5]  James L. McClelland,et al.  Connections and disconnections: Acquired dyslexia in a computational model of reading processes. , 1989 .

[6]  Geoffrey E. Hinton,et al.  Learning and relearning in Boltzmann machines , 1986 .

[7]  Geoffrey E. Hinton,et al.  Lesioning an attractor network: investigations of acquired dyslexia. , 1991, Psychological review.

[8]  James L. McClelland,et al.  A distributed, developmental model of word recognition and naming. , 1989, Psychological review.

[9]  Tim Shallice,et al.  Single and multiple component central dyslexic syndromes , 1995 .

[10]  Wayne D. Gray,et al.  Basic objects in natural categories , 1976, Cognitive Psychology.

[11]  Argye E. Hillis,et al.  The role of models of language processing in rehabilitation of language impairments , 1993 .

[12]  Sally Byng,et al.  Computer assisted remediation of a homophone comprehension disorder in surface dyslexia , 1989 .

[13]  R. Friedman,et al.  The Continuum of Deep/Phonological Alexia , 1990, Cortex.

[14]  James L. McClelland,et al.  Distributed memory and the representation of general and specific information. , 1985, Journal of experimental psychology. General.

[15]  Marilyn Jager Adams,et al.  Models of Reading , 1982 .

[16]  Richard J. Brown Neuropsychology Mental Structure , 1989 .

[17]  Carsten Peterson,et al.  A Mean Field Theory Learning Algorithm for Neural Networks , 1987, Complex Syst..

[18]  Paul W. B. Atkins,et al.  Models of reading aloud: Dual-route and parallel-distributed-processing approaches. , 1993 .

[19]  D. Plaut Relearning after Damage in Connectionist Networks: Toward a Theory of Rehabilitation , 1996, Brain and Language.

[20]  Matti Laine,et al.  Changing error patterns during reading recovery: A case study , 1990, Journal of Neurolinguistics.

[21]  D. Geldmacher Cognitive Neuropsychology in Clinical Practice , 1993, Neurology.

[22]  J. Marshall,et al.  Patterns of paralexia: a psycholinguistic approach. , 1995, Journal of psycholinguistic research.

[23]  R. Schvaneveldt,et al.  Functions of graphemic and phonemic codes in visual word-recognition , 1974, Memory & cognition.

[24]  E K Warrington,et al.  Concrete word dyslexia. , 1981, British journal of psychology.

[25]  John J. L. Morton,et al.  Interaction of information in word recognition. , 1969 .

[26]  G. Dell,et al.  Origins of Paraphasias in Deep Dysphasia: Testing the Consequences of a Decay Impairment to an Interactive Spreading Activation Model of Lexical Retrieval , 1994, Brain and Language.

[27]  Bruce F. Pennington,et al.  Word identification in reading and the promise of subsymbolic psycholinguistics. , 1990, Psychological review.

[28]  T. Shallice,et al.  Deep Dyslexia: A Case Study of , 1993 .

[29]  Sally Byng,et al.  A treatment for surface dyslexia , 1989 .

[30]  J. Marshall,et al.  Syntactic and semantic errors in paralexia , 1966 .

[31]  Geoffrey E. Hinton Deterministic Boltzmann Learning Performs Steepest Descent in Weight-Space , 1989, Neural Computation.

[32]  Gregory V. Jones Deep dyslexia, imageability, and ease of predication , 1985, Brain and Language.

[33]  David C. Plaut,et al.  Deep Dyslexia: A Case Study of , 1993 .

[34]  G. Ratcliff,et al.  Cognitive Neuropsychology and Cognitive Rehabilitation , 1995 .

[35]  Geoffrey E. Hinton,et al.  Learning internal representations by error propagation , 1986 .

[36]  G. Dell,et al.  Recovery in Deep Dysphasia: Evidence for a Relation between Auditory–Verbal STM Capacity and Lexical Errors in Repetition , 1996, Brain and Language.

[37]  M. Mozer,et al.  On the Interaction of Selective Attention and Lexical Knowledge: A Connectionist Account of Neglect Dyslexia , 1990, Journal of Cognitive Neuroscience.

[38]  Geoffrey E. Hinton Using fast weights to deblur old memories , 1987 .

[39]  D. Plaut Double dissociation without modularity: evidence from connectionist neuropsychology. , 1995, Journal of clinical and experimental neuropsychology.

[40]  G. Stone,et al.  Word identification in reading and the promise of subsymbolic psycholinguistics. , 1990, Psychological review.

[41]  K. Paap,et al.  Dual-route models of print to sound: Still a good horse race , 1991 .

[42]  James L. McClelland,et al.  Understanding normal and impaired word reading: computational principles in quasi-regular domains. , 1996, Psychological review.

[43]  R. Friedman Recovery from Deep Alexia to Phonological Alexia: Points on a Continuum , 1996, Brain and Language.

[44]  Christopher Barry,et al.  Accounts of oral reading in deep dyslexia , 1988 .

[45]  Brendan S. Weekes,et al.  Surface Dyslexia and Surface Dysgraphia: Treatment Studies and Their Theoretical Implications , 1996 .

[46]  R. Glushko The Organization and Activation of Orthographic Knowledge in Reading Aloud. , 1979 .

[47]  D. Neary,et al.  Deep Dyslexia , 1986 .

[48]  Marlene Behrmann,et al.  Category-specific treatment of a lexical-semantic deficit: A single case study of global aphasia , 1989 .

[49]  Marlene Behrmann,et al.  The rites of righting writing: Homophone remediation in acquired dysgraphia , 1987 .

[50]  James L. McClelland,et al.  CONNECTIONS AND DISCONNECTIONS: A CONNECTIONIST ACCOUNT OF SURFACE DYSLEXIA , 1996 .

[51]  D. Gentner,et al.  SOME INTERESTING DIFFERENCES BETWEEN VERBS AND NOUNS , 1981 .

[52]  M Behrmann,et al.  Category-specific treatment of a lexical-semantic deficit: a single case study of global aphasia. , 1998, The British journal of disorders of communication.

[53]  M. Coltheart Attention and Performance XII: The Psychology of Reading , 1987 .

[54]  B. Abbott,et al.  The Psychology of Word Meanings. , 1992 .

[55]  M. Posner,et al.  On the genesis of abstract ideas. , 1968, Journal of experimental psychology.