Neural constraints in cognitive science

The paper is an examination of the ways and extent to which neuroscience places constraints on cognitive science. In Part I, I clarify the issue, as well as the notion of levels in cognitive inquiry. I then present and address, in Part II, two arguments designed to show that facts from neuroscience are at a level too low to constrain cognitive theory in any important sense. I argue, to the contrary, that there are several respects in which facts from neurophysiology will constrain cognitive theory. Part III then turns to an examination of Connectionism and Classical Cognitivism to determine which, if either, is in a better position to accomodate neural constraints in the ways suggested in Part II.

[1]  John Haugeland The nature and plausibility of Cognitivism , 1978, Behavioral and Brain Sciences.

[2]  Z. Pylyshyn Computation and cognition: issues in the foundations of cognitive science , 1980, Behavioral and Brain Sciences.

[3]  A. Treisman,et al.  A feature-integration theory of attention , 1980, Cognitive Psychology.

[4]  Elliott Sober,et al.  Conceptual issues in evolutionary biology , 1984 .

[5]  N. Block Introduction: What Is Functionalism? , 1980 .

[6]  R. Cummins The nature of psychological explanation , 1983 .

[7]  R. Lewin Is your brain really necessary? , 1980, Science.

[8]  J. Fodor The Language of Thought , 1980 .

[9]  C. Beer Simple Minds, Dan Lloyd, MIT Press, Cambridge, Massachussets (1989), p. xiv, +266. Price $25.00 , 1990 .

[10]  R. C. Richardson Functionalism and Reductionism , 1979, Philosophy of Science.

[11]  T. Sejnowski,et al.  Perspectives on cognitive neuroscience. , 1988, Science.

[12]  Robert Cummins,et al.  Connectionism, computation, and cognition , 1991 .

[13]  D H Hubel,et al.  Brain mechanisms of vision. , 1979, Scientific American.

[14]  Tim van Gelder,et al.  Compositionality: A Connectionist Variation on a Classical Theme , 1990, Cogn. Sci..

[15]  P. Churchland Reduction, Qualia, and the Direct Introspection of Brain States , 1985 .

[16]  John Haugeland Mind design , 1985 .

[17]  James L. McClelland,et al.  James L. McClelland, David Rumelhart and the PDP Research Group, Parallel distributed processing: explorations in the microstructure of cognition . Vol. 1. Foundations . Vol. 2. Psychological and biological models . Cambridge MA: M.I.T. Press, 1987. , 1989, Journal of Child Language.

[18]  D. Broadbent Perception and communication , 1958 .

[19]  J. Fodor The Modularity of mind. An essay on faculty psychology , 1986 .

[20]  Paul M. Churchland,et al.  Some reductive Strategies in Cognitive Neurobiology , 1986, The Philosophy of Artificial Intelligence.

[21]  T. Sejnowski,et al.  Brain and cognition , 1989 .

[22]  A Biological Metaphor , 1986 .

[23]  Hilary Putnam,et al.  Reductionism and the nature of psychology , 1973 .

[24]  Zenon W. Pylyshyn,et al.  Connectionism and cognitive architecture , 1993 .

[25]  Jerry A. Fodor,et al.  Computation and Reduction , 1978 .

[26]  E. Sosa,et al.  Supervenience and mind: “Strong” and “global” supervenience revisited , 1987 .

[27]  J. Fodor Psychosemantics: The Problem of Meaning in the Philosophy of Mind , 1988 .

[28]  Stanislas Dehaene,et al.  Neuronal models of cognitive functions , 1989, Cognition.

[29]  T. Poggio,et al.  A network that learns to recognize three-dimensional objects , 1990, Nature.

[30]  Jay G. Rueckl,et al.  Connectionism and the Notion of Levels , 1991 .

[31]  J. Fodor,et al.  Connectionism and cognitive architecture: A critical analysis , 1988, Cognition.

[32]  P. Churchland Eliminative materialism and the propositional attitudes , 1993 .

[33]  G. Edelman,et al.  Real brains and artificial intelligence , 1989 .

[34]  A. Sillito Inhibitory mechanisms influencing complex cell orientation selectivity and their modification at high resting discharge levels. , 1979, The Journal of physiology.

[35]  Jerome A. Feldman,et al.  Connectionist Models and Their Properties , 1982, Cogn. Sci..

[36]  N. Chater,et al.  Autonomy, implementation and cognitive architecture: A reply to Fodor and Pylyshyn , 1990, Cognition.

[37]  Richard A. Andersen,et al.  A back-propagation programmed network that simulates response properties of a subset of posterior parietal neurons , 1988, Nature.

[38]  K. Butler,et al.  Connectionism, classical cognitivism and the relation between cognitive and implementational levels of analysis , 1993 .

[39]  Berent Enç In Defense of the Identity Theory , 1983 .

[40]  N. Carlson Physiology of behavior , 1977 .

[41]  Keith Butler,et al.  Towards a Connectionist Cognitive Architecture , 1991 .

[43]  J. Kelsey Studies on Excitation and Inhibition in the Retina , 1976 .

[44]  Andy Clark,et al.  Microcognition: Philosophy, Cognitive Science, and Parallel Distributed Processing , 1989 .

[45]  W. H. F. Barnes The Nature of Explanation , 1944, Nature.

[46]  FRANK MORRELL,et al.  Visual System's View of Acoustic Space , 1972, Nature.

[47]  K. Butler On Clark on Systematicity and Connectionism , 1993, The British Journal for the Philosophy of Science.

[48]  J. Elman Representation and structure in connectionist models , 1991 .

[49]  A. Treisman,et al.  Illusory conjunctions in the perception of objects , 1982, Cognitive Psychology.

[50]  David L. Hull,et al.  Informal Aspects of Theory Reduction , 1974, PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association.

[51]  Francis Crick,et al.  The recent excitement about neural networks , 1989, Nature.

[52]  Wolfgang Spohn,et al.  The Representation of , 1986 .

[53]  Andy Clark,et al.  Connectionism, Competence, and Explanation , 1990, The British Journal for the Philosophy of Science.

[54]  James L. McClelland,et al.  Explorations in parallel distributed processing: a handbook of models, programs, and exercises , 1988 .

[55]  Terrence J. Sejnowski,et al.  Network model of shape-from-shading: neural function arises from both receptive and projective fields , 1988, Nature.

[56]  D. Broadbent A question of levels: comment on McClelland and Rumelhart , 1985 .

[57]  M Mishkin,et al.  Further evidence on the locus of the visual area in the temporal lobe of the monkey. , 1969, Experimental neurology.

[58]  S. Zeki The representation of colours in the cerebral cortex , 1980, Nature.

[59]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[60]  R. Andersen,et al.  The role of the teacher in learning-based models of parietal area 7a , 1988, Brain Research Bulletin.

[61]  Andy Clark,et al.  The Kludge in the Machine , 1987 .

[62]  A. Vidal-Madjar,et al.  The intergalactic medium towards supernova 1987A , 1988, Nature.

[63]  D. Stampe Toward a Causal Theory of Linguistic Representation , 1977 .

[64]  J. Lorber Is your brain really necessary? , 1981, Nursing mirror.

[65]  T. Sejnowski,et al.  Neural representation and neural computation , 1990 .

[66]  P. Churchland Matter and Consciousness , 1984 .

[67]  James L. McClelland,et al.  Levels indeed! A response to Broadbent , 1985 .

[68]  Jaegwon Kim,et al.  The myth of non-reductive materialism , 1989 .

[69]  Patricia Kitcher In Defense of Intentional Psychology , 1984 .

[70]  W. J. Nowack Methods in Neuronal Modeling , 1991, Neurology.

[71]  William C. Wimsatt Reductive Explanation: A Functional Account , 1974 .

[72]  K. Sterelny The Representational Theory Of Mind , 1991 .

[73]  Zenon W. Pylyshyn,et al.  Computation and Cognition: Toward a Foundation for Cognitive Science , 1984 .

[74]  P. Achinstein The Nature Of Explanation , 1983 .

[75]  Eric L. Schwartz,et al.  Computational Neuroscience , 1993, Neuromethods.

[76]  Jeremy Butterfield,et al.  Language Mind and Logic , 1986 .

[77]  T. Horgan,et al.  Connectionism and the Philosophy of Mind , 1991 .