(Physio)logical circuits: the intellectual origins of the McCulloch-Pitts neural networks.

This article examines the intellectual and institutional factors that contributed to the collaboration of neuropsychiatrist Warren McCulloch and mathematician Walter Pitts on the logic of neural networks, which culminated in their 1943 publication, "A Logical Calculus of the Ideas Immanent in Nervous Activity." Historians and scientists alike often refer to the McCulloch-Pitts paper as a landmark event in the history of cybernetics, and fundamental to the development of cognitive science and artificial intelligence. This article seeks to bring some historical context to the McCulloch-Pitts collaboration itself, namely, their intellectual and scientific orientations and backgrounds, the key concepts that contributed to their paper, and the institutional context in which their collaboration was made. Although they were almost a generation apart and had dissimilar scientific backgrounds, McCulloch and Pitts had similar intellectual concerns, simultaneously motivated by issues in philosophy, neurology, and mathematics. This article demonstrates how these issues converged and found resonance in their model of neural networks. By examining the intellectual backgrounds of McCulloch and Pitts as individuals, it will be shown that besides being an important event in the history of cybernetics proper, the McCulloch-Pitts collaboration was an important result of early twentieth-century efforts to apply mathematics to neurological phenomena.

[1]  J. Dupuy The mechanization of the mind : on the origins of cognitive science , 2000 .

[2]  M. Arbib Warren McCulloch's Search for the Logic of the Nervous System , 2000, Perspectives in biology and medicine.

[3]  H. Magoun,et al.  Discoveries in the Human Brain , 1998, Humana Press.

[4]  Louise H. Marshall,et al.  Discoveries in the Human Brain: Neuroscience Prehistory, Brain Structure, and Function , 1997 .

[5]  Edward E. Smith,et al.  An Invitation to cognitive science , 1997 .

[6]  O. Martin La Mesure en psychologie de binet à Thurstone, 1900–1930 , 1997 .

[7]  A. Pestronk Histology of the Nervous System of Man and Vertebrates , 1997, Neurology.

[8]  Steven W. Usselman,et al.  The Closed World: Computers and the Politics of Discourse in Cold War America by Paul N. Edwards (review) , 1997, Technology and Culture.

[9]  A. Böhmer,et al.  Macrolides and community-acquired pneumonia: is quorum sensing the key? , 2010, Critical care.

[10]  L. Squire,et al.  The History of Neuroscience in Autobiography , 1998 .

[11]  Helen E. Longino,et al.  Discovering Complexity: Decomposition and Localization as Strategies in Scientific Research , 1995 .

[12]  R. Frank Instruments, Nerve Action, and the All-or-None Principle , 1994, Osiris.

[13]  Robert M. Young,et al.  Mind, Brain and Adaptation in the Nineteenth Century , 1994 .

[14]  J. R. Hughes Development of clinical neurophysiology in the Chicago area. , 1993, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[15]  Blustein Be Percival Bailey and neurology at the University of Chicago, 1928-1939. , 1992 .

[16]  Steve J. Heims,et al.  The Cybernetics Group , 1991 .

[17]  William Bechtel,et al.  Connectionism and the mind: An introduction to parallel processing in networks , 1991 .

[18]  W. Bechtel,et al.  Connectionism and the Mind , 1991 .

[19]  William Aspray,et al.  John von Neumann and the origins of modern computing , 1990, History of computing.

[20]  Vernon Pratt,et al.  Thinking Machines: The Evolution of Artificial Intelligence , 1987 .

[21]  L. Marshall Instruments, Techniques, and Social Units in American Neurophysiology, 1870–1950 , 1987 .

[22]  Maxim J. Schlossberg,et al.  Behaviorism and Logical Positivism: A Reassessment of the Alliance. , 1987 .

[23]  G. Mandler Machines Who Think: A Personal Inquiry Into the History and Prospects of Artificial Intelligence. , 1981 .

[24]  Pamela McCorduck,et al.  Machines Who Think: A Personal Inquiry into the History and Prospects of Artificial Intelligence , 1979 .

[25]  W. McCulloch Recollections of the Many Sources of Cybernetics , 1974 .

[26]  R. Rosen Nicolas Rashevsky: 1899–1972 , 1972 .

[27]  Mc Culloch,et al.  What's in the Brain that Ink May Character? , 1964 .

[28]  R. L. Goodstein MATHEMATICAL LOGIC AND THE FOUNDATIONS OF MATHEMATICS , 1963 .

[29]  Trevor Evans,et al.  Mathematical logic and the foundations of mathematics , 1963 .

[30]  Paul Schrecker Leibniz and the Art of Inventing Algorisms , 1947 .

[31]  W. Pitts,et al.  How we know universals; the perception of auditory and visual forms. , 1947, The Bulletin of mathematical biophysics.

[32]  N. Rashevsky A reinterpretation of the mathematical biophysics of the central nervous system in the light of neurophysiological findings , 1945 .

[33]  W. Pitts,et al.  A Statistical Consequence of the Logical Calculus of Nervous Nets , 1943 .

[34]  W. Pitts The linear theory of neuron networks: The dynamic problem , 1942 .

[35]  W. Pitts Some observations on the simple neuron circuit , 1942 .

[36]  A. Householder A theory of steady-state activity in nerve-fiber networks: IV.N circuits with a common synapse , 1942 .

[37]  A. Householder A theory of steady-state activity in nerve-fiber networks II: The simple circuit , 1941 .

[38]  A. Householder A theory of steady-state activity in nerve-fiber networks: I. Definitions and preliminary lemmas , 1941 .

[39]  W. McCulloch,et al.  SENSORY CORTEX OF CHIMPANZEE , 1940 .

[40]  W. S. McCulloch,et al.  PHYSIOLOGICAL DELIMITATION OF NEURONES IN THE CENTRAL NERVOUS SYSTEM , 1939 .

[41]  W. McCulloch,et al.  FUNCTIONAL ORGANIZATION IN THE FACE-SUBDIVISION OF THE SENSORY CORTEX OF THE MONKEY (MACACA MULATTA) , 1938 .

[42]  W. McCulloch,et al.  THE DIRECT FUNCTIONAL INTERRELATION OF SENSORY CORTEX AND OPTIC THALAMUS , 1938 .

[43]  F. Northrop The History of Modern Physics in Its Bearing upon Biology and Medicine * , 1938, The Yale journal of biology and medicine.

[44]  Claude E. Shannon,et al.  A symbolic analysis of relay and switching circuits , 1938, Transactions of the American Institute of Electrical Engineers.

[45]  W. S. McCulloch,et al.  FUNCTIONAL ORGANIZATION IN THE SENSORY CORTEX OF THE MONKEY (MACACA MULATTA) , 1938 .

[46]  A. Turing On Computable Numbers, with an Application to the Entscheidungsproblem. , 1937 .

[47]  Joseph Henry Woodger,et al.  The axiomatic method in biology , 1938 .

[48]  R. Carnap Logical Syntax of Language , 1937 .

[49]  W. McCulloch,et al.  Functional Boundaries in the Sensori-Motor Cortex of the Monkey.∗ , 1936 .

[50]  W. Werkmeister The Second International Congress for the Unity of Science , 1936, Science.

[51]  Archibald Vivian Hill,et al.  The strength-duration relation for electric excitation of medullated nerve , 1936 .

[52]  N. Rashevsky Mathematical biophysics and psychology , 1936 .

[53]  A. Hill Excitation and Accommodation in Nerve , 1936 .

[54]  W. McCulloch,et al.  An “Extinction” Phenomenon on Stimulation of the Cerebral Cortex.∗ , 1934 .

[55]  Eilhard Von Domarus,et al.  THE LOGICAL STRUCTURE OF MIND. AN INQUIRY INTO THE PHILOSOPHICAL FOUNDATION OF PSYCHOLOGY AND PSYCHIATRY , 1934 .

[56]  H. A. Blair ON THE INTENSITY-TIME RELATIONS FOR STIMULATION BY ELECTRIC CURRENTS. I , 1932, The Journal of general physiology.

[57]  F. Northrop Science and First Principles , 1932 .

[58]  N. Rashevsky,et al.  Possible Brain Mechanisms and Their Physical Models , 1931 .

[59]  N. Rashevsky,et al.  Learning as a Property of Physical Systems , 1931 .

[60]  ON THE THEORY OF NERVOUS CONDUCTION , 1931, The Journal of general physiology.

[61]  E. Boring A History of Experimental Psychology. , 1930 .

[62]  The Problem of form in Physics and Biology , 1929, Nature.

[63]  N. Raschevsky Zur Theorie der spontanen Teilung von mikroskopischen Tropfen. II , 1928 .

[64]  N. Rashevsky On the Size-Distribution of Colloidal Particles , 1928 .

[65]  J. G. D. D. Barenne Experimental Researches on Sensory Localization in the Cerebral Cortex of the Monkey (Macacus) , 1924 .

[66]  B. Russell,et al.  Introduction to Mathematical Philosophy , 1920, The Mathematical Gazette.

[67]  D'arcy W. Thompson On Growth and Form , 1917, Nature.

[68]  J. G. D. D. Barenne EXPERIMENTAL RESEARCHES ON SENSORY LOCALISATIONS IN THE CEREBRAL CORTEX , 1916 .

[69]  W. James The principles of psychology , 1983 .

[70]  George Boole,et al.  An Investigation of the Laws of Thought: Frontmatter , 2009 .