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Learned specification of concept neurons

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Abstract

The referential aspect of a concept can be defined by a disjunction of conjunations of attributes. A single neuron can represent a disjunction of conjunctions of attributes if the assumption that neurons are single-threshold devices is discarded. Instead, one must assume that such concept neurons are composed of hundreds or thousands of (high-threshold) receptive areas, each containing tens or hundreds of synaptic sites. When essentially all of the sites of a receptive area are activated in close temporal contiguity, the receptive area generates a local (spike) response which is assumed to be sufficient to fire the cell body and axon of the neuron. If we assume that all concepts possessed by a single human being can be encoded by single neurons in this manner, there are enough neurons in the human cortex only if we assume that most of these concept neurons are specified by learning. Genetic specification is ruled out by the enormous (infinite?) nember of possible concepts humans appear to be able to learn. Therefore, a speculative neural mechanism is presented regarding how “free” neurons could become specified by learning.

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References

  • Albert, D. J. 1966a. “The Effects of Polarizing Currents on the Consolidation of Learning,”Neuropsychologia,4, 65–77.

    Article  Google Scholar 

  • — 1966b. “Memory in Mammals: Evidence for a System Involving Nuclear Ribonucleic Acid.” —Ibid. 4, 79–92.

    Article  Google Scholar 

  • Andersen, P. O. 1966. “Correlation of Structural Design with Function in the Archicortex” InBrain and Conscious Experience, pp. 59–79. J. C. Eccles, Ed. New York: Springer-Verlag.

    Google Scholar 

  • Baddeley, A. D. and H. C. A. Dale. 1966. “The Effect of Semantic Similarity on Retroactive Interference in Long-and Short-Term Memory.”J. Verb. Learn. Verb. Behav.,5, 417–420.

    Article  Google Scholar 

  • Brody, H. 1955. “Organization of the Cerebral Cortex. III. A Study of Aging in the Human Cerebral Cortex.”J. Comp. Neurol.,102, 511–556.

    Article  Google Scholar 

  • Conrad, R. 1962. “An Association Between Memory Errors and Errors Due to Acoustic Masking of Speech.”Nature,193, 1314–1315.

    Article  Google Scholar 

  • — 1964. “Acoustic Confusions in Immediate Memory.”Brit. J. Psychol. 55, 75–84.

    Google Scholar 

  • Cragg, B. G. 1967. “The Density of Synapses and Neurones in the Motor and Visual Areas of the Cerebral Cortex.”J. Anat.,101, 639–654.

    Google Scholar 

  • Deutsch, J. A., M. D. Hamburg and H. Dahl 1966. “Anticholinesterase-Induced Amnesia and Its Temporal Aspects.”Science,151, 221–223.

    Google Scholar 

  • Diamond, J. 1968. “The Activation and Distribution of GABA and L-Glutamate Receptors on Goldfish Mauthner Neurons: An Analysis of Dendritic Remote Inhibition.”J. Physiol.,194, 669–723.

    Google Scholar 

  • Eccles, J. C. 1966. “Cerebral Synaptic Mechanisms.” InBrain and Conscious Experience. J. C. Eccles, Ed. New York: Springer-Verlag.

    Google Scholar 

  • Hamburg, M. D. 1967. “Retrograde Amnesia Produced by Intraperitoneal Injection of Physostigmine.”Science,156, 973–974.

    Google Scholar 

  • Hebb, D. O. 1949.The Organization of Behavior. New York: Wiley.

    Google Scholar 

  • Hubel, D. H. and Wiesel, T. N. 1959. “Receptive Fields of Single Neurons in the Cat's Striate Cortex.”J. Physiol. 148, 574–591.

    Google Scholar 

  • —— 1961. “Integrative Action in the Cat's Lateral Geniculate Body.” —Ibid. 155, 385–398.

    Google Scholar 

  • Hubel, D. H. and Wiesel, T. N. 1962. “Receptive Fields, Binocular Interaction and Functional Architecture in the Cat's Visual Cortex.” —Ibid. 160, 106–154.

    Google Scholar 

  • ——. 1963. “Receptive Fields of, Cells in Striate Cortex of Very Young, Visually Inexperienced Kittens.”J. Neurophysiol.,26, 994–1002.

    Google Scholar 

  • ——, 1965. “Receptive Fields and Functional Architecture in Two Nonstriate Visual Areas (18 and 19) of the Cat.” —Ibid. 28, 229–289.

    Article  Google Scholar 

  • Kappers, C. U. A., G. C. Huber and E. C. Crosby. 1936.The Comparative Anatomy of the Nervous Systems of Vertebrates, Including Man. Vol. I. New York: Macmillan.

    Google Scholar 

  • Kuffler, S. W. 1953. “Discharge Patterns and Functional Organization of Mammalian Retina.”J Neurophysiol.,16, 37–68.

    Google Scholar 

  • Lashley, K. S. 1929.Brain Mechanisms and Intelligence. Chicago: University of Chicago Press.

    Google Scholar 

  • — and L. E. Wiley. 1933. “Studies of Cerebral Function in Learning. IX. Mass Action in Relation to the Number of Elements in the Problem to be Learned”.J. Comp. Neurol.,57, 3–55.

    Article  Google Scholar 

  • McCulloch, W. S. 1959. “Agathe Tyche of Nervous Nets-the Lucky Reckoners.”Mechanisation of Thought Process,2, 612–625. London: Her, Majesty's Stationery Office.

    Google Scholar 

  • — and W. Pitts. 1943. “A Logical Calculus of the Ideas Immanent in Nervous Activity.”Bull. Math. Biophysics,5, 115–133.

    Article  MATH  MathSciNet  Google Scholar 

  • McGeoch, J. A. and W. T. McDonald. 1931. “Meaningful Relation and Retroactive Inhibition.”Amer. J. Psychol.,43, 579–588.

    Article  Google Scholar 

  • Purpura, D. P. and R. J. Shofer. 1964. “Cortical Intracellular Potentials During Augmenting and Recruiting Responses. I. Effects of Injected Hyperpolarizing Currents on Evoked Membrane Potential Changes.”J. Neurophysiol.,27, 117–132.

    Google Scholar 

  • Rall, W. 1964. “Theoretical Significance of Dendritic Threes for Neuronal Input-Output Relations.” InNeural Theory and Modeling, pp. 73–97. R. F. Reiss, Ed. Stanford, California: Stanford University Press.

    Google Scholar 

  • — 1967. “Distinguishing Theoretical Synaptic Potentials Computed for Different Soma-Dendritic Distributions of Synaptic Input.”J. Neurophysiol.,30, 1138–1168.

    Google Scholar 

  • Rashevsky, N. 1938.Mathematical Biophysics. First edition. 1938. Third edition, New York: Dover, 1960.

    MATH  Google Scholar 

  • Russell, W. R. 1959.Brain, Memory and Learning. New York: Oxford University Press.

    Google Scholar 

  • Spencer, W. A. and E. R. Kandel. 1961. “Electrophysiology of Hippocampal Neurons. IV. Fast Prepotentials.”J. Neurophysiol.,24, 273–285.

    Google Scholar 

  • Underwood, B. J. and D. Goad. 1951. “Studies of Distributed Practice: I. The Influence of Intra-List Similarity in Serial Learning,”J. Exp. Psychol.,42, 125–134.

    Article  Google Scholar 

  • Weiskrantz, L. 1966. “Experimental Studies of Amnesia.” In:Amnesia. C. W. M. Whitty and O. L. Zangwell, Eds. London: Butterworths.

    Google Scholar 

  • Wickelgren, W. A. 1965a. “Acoustic Similarity and Retroactive Interference in Short-Term Memory.”J. Verb. Learn. Verb. Behav.,4, 53–61.

    Article  Google Scholar 

  • — 1965b. “Acoustic Similarity and Intrusion Errors in Short-Term Memory.”J. Exp. Psychol.,70, 102–108.

    Article  Google Scholar 

  • — 1965c. “Distinctive Features and Errors in Short-Term Memory for English Vowels.”J. Acoust. Soc. Amer.,38, 583–588.

    Article  Google Scholar 

  • — 1966. “Distinctive Features and Errors in Short-Term Memory for English Consonants.” —Ibid. 39, 388–398.

    Article  Google Scholar 

  • Wickelgren, W. A. 1969. “Context-Sensitive Coding, Associative Memory and Serial Order in (Speech) Behavior.”Psychol. Rev. (in press).

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Wickelgren, W.A. Learned specification of concept neurons. Bulletin of Mathematical Biophysics 31, 123–142 (1969). https://doi.org/10.1007/BF02478213

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  • DOI: https://doi.org/10.1007/BF02478213

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