Abstract
Two different motives are discernible in neural modeling. The original one is an attempt to describe biophysical phenomena that take place in real biological neurons, whereupon it may be expected that some primitives or basic elements of information processing by the brain could be isolated and identified. Another one is a direct attempt to develop new devices based on heuristically conceived, although biologically inspired simple components such as threshold-logic units or formal neurons. The circuits thereby designed are usually called artificial neural networks (ANNs).
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References
R. Sorabji: Aristotle on Memory (Brown Univ. Press, Providence, RI 197
W. S. McCulloch, W. A. Pitts: Bull. Math. Biophys. 5, 115 (1943)
B. G. Farley, W. A. Clark: In Proc. 1954 Symp. on Information Theory (Inst. Radio Engrs., 1954) p. 76
F. Rosenblatt: Psychoanal. Rev 65, 386 (1958)
B. Widrow, M. E. Hoff: In Proc. 1960 WESCON Convention. (Wescon Electronic Show and Convention, San Francisco, 1960) p. 60
E. R. Caianiello: J. Theor. Biology 2, 204 (1961)
K. Steinbuch61 Kybernetik 1, 36 (1961)
P. Werbos: PhD Thesis (Harvard University, Cambridge, MA 1974)
S. P. Lloyd: Unpublished paper (1957); reprinted in IEEE Trans. Inf. Theory IT-28, No.2, 129 (1982)
E. W. Forgy: Biometrics 21, 768 (1965)
R. Didday: PhD Thesis (Stanford University, Stanford, CA 1970)
R. Didday: Math. Biosci. 30, 169 (1976)
F. Montalvo: Int. J. Man-Machine Stud. 7, 333 (1975)
S. Amari, M. A. Arbib: In Systems Neuroscience, ed. by J. Metzler (Academic, New York, NY 1977) p. 119
S. Grossberg: Biol. Cyb. 23, 121 (1976)
S. Grossberg: Biol. Cyb. 23, 187 (1976)
G. Carpenter, S. Grossberg: Computer 21, 77 (1988)
G. Carpenter, S. Grossberg: Neural Networks 3, 129 (1990)
J. A. Anderson, E. Rosenfeld: Neurocomputing (MIT Press, Cambridge, MA 1988)
S. Grossberg: Neural Networks 1, 17 (1988)
R. Hecht-Nielsen: Neurocomputing (Addison-Wesley, Reading, MA 1990)
M. Nass, L. Cooper: Biol. Cyb. 19, 1 (1975)
R. Pérez, L. Glass, R. J. Shlaer: J. Math. Biol. 1, 275 (1975)
A. Hodgkin: J. Physiol. 117, 500 (1952)
G. Shepherd: The Synaptic Organization of the Brain (Oxford Univ. Press, New York, NY 1974)
F. Rosenblatt: Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms (Spartan Books, Washington, D.C. 1961)
D. E. Rumelhart, J. L. McClelland, and the PDP Research Group (eds.): Parallel Distributed Processing: Explorations in the Micro structure of Cognition, Vol. 1: Foundations (MIT Press, Cambridge, MA 1986)
T. Poggio, F. Girosi: Science 247, 978 (1990)
J. Hopfield: Proc. Natl. Acad. Sci. USA 79, 2554 (1982)
D. Ackley, G. Hinton, T. Sejnowski: Cognitive Science 9, 147 (1985)
B. Kosko: IEEE Trans, on Systems, Man and Cybernetics SMC 18, 49 (1988)
C. v.d. Malsburg: Kybernetik 14, 85 (1973)
D. Willshaw, C. v.d. Malsburg: Proc. R. Soc. London B 194, 431 (1976)
S.-i. Amari: Bull. Math. Biology 42, 339 (1980)
T. Kohonen: In Proc. 2SCIA, Scand. Conf. on Image Analysis, ed. by E. Oja, O. Simula (Suomen Hahmontunnistustutkimuksen Seura r.y., Helsinki, Finland 1981) p. 214
T. Kohonen: Biol. Cyb. 43, 59 (1982)
T. Kohonen: In Proc. 6ICPR, Int. Conf. on Pattern Recognition (IEEE Computer Soc. Press, Washington, D.C. 1982) p. 114
T. Kohonen: Report TKK-F-A601 (Helsinki University of Technology, Espoo, Finland 1986)
T. Kohonen, G. Barna, R. Chrisley: In Proc. ICNN’88, Int. Conf. on Neural Networks (IEEE Computer Soc. Press, Los Alamitos, CA 1988) p. 1–61
T. Kohonen: Neural Networks 1, 3 (1988)
T. Kohonen: Neural Networks 1, 303 (1988)
E. Oja: Neurocomputing 17, 25 (1997)
J. Karhunen, E. Oja, L. Wang, R. Vigario, J. Joutsensalo: IEEE Trans. On Neural Networks 8, 486 (1997)
R. FitzHugh: Biophys. J. 1, 17 (1988)
T. Kohonen: Neural Networks 6, 895 (1993)
D. Hebb: Organization of Behaviour (Wiley, New York, NY 1949)
T. Kohonen: IEEE Trans. C-21, 353 (1972)
K. Nakano, J. Nagumo: In Advance Papers, 2nd Int. Joint Conf. on Artificial Intelligence (The British Computer Society, London, UK 1971) p. 101
J. Anderson: Math. Biosci. 14, 197 (1972)
M. Fazeli: Trends in Neuroscience 15, 115 (1992)
J. A. Gaily, P. R. Montague, G. N. Reeke, Jr., G. M. Edelman: Proc. Natl. Acad. Sci. USA 87, 3547 (1990)
E. Kandel: Scientific American 241, 60 (1979)
T. Kohonen: S elf-Organization and Associative Memory (Springer, Berlin, Heidelberg 1984). 3rd ed. 1989.
S. Geman: SIAM J. Appl. Math. 36, 86 (1979)
E. Oja: J. Math. Biol. 15, 267 (1982)
D. Gabor: J. IEE 93, 429 (1946)
T. Kohonen: Neural Processing letters 9, 153 (1999)
T. Kohonen: Int. J. of Neuroscience, 5, 27 (1973)
R. Hunt, N. Berman: J. Comp. Neurol. 162, 43 (1975)
G. E. Schneider: In Neurosurgical Treatment in Psychiatry, Pain and Epilepsy, ed. by W. H. Sweet, S. Abrador, J. G. Martin-Rodriquez (Univ. Park Press, Baltimore, MD 1977)
S. Sharma: Exp. Neurol. 34, 171 (1972)
R. Sperry: Proc. Natl. Acad. Sci. USA 50, 701 (1963)
R. Gaze, M. Keating: Nature 237, 375 (1972)
R. Hope, B. Hammond, F. Gaze: Proc. Roy. Soc. London 194, 447 (1976)
D. Olton: Scientific American 236, 82 (1977)
E. I. Knudsen, M. Konishi: Science 200, 795 (1978)
N. Suga, W. E. O’Neill: Science 206, 351 (1971)
P. Gärdenfors: In Logic, Methodology and Philosophy of Science IX, ed. by D. Prawitz, B. Skyrns, D. Westerstahl, (Elsevier, Amsterdam, 1994)
S. Fahlman: In Parallel Models of Associative Memory, ed. by G. E. Hinton and J. A. Anderson (Lawrence Erlbaum, Hillsdale, N.J., 1981) p. 145
J. Saarinen, T. Kohonen: Perception 14, 711 (1985)
A. Visa: In Proc. lOICPR, Int. Conf. on Pattern Recognition (IEEE Service Center, Piscataway, NJ 1990) p. 518
K. Goser, U. Hilleringmann, U. Rueckert, K. Schumacher: IEEE Micro 9, 28 (1989)
H. Ritter, T. Kohonen: Biol. Cyb. 61, 241 (1989)
R. Miikkulainen: Subsymbolic Natural Language Processing: An Integrated Model of Scripts, Lexicon, and Memory (MIT Press, Cambridge, MA 1993)
J. C. Scholtes: PhD Thesis (Universiteit van Amsterdam, Amsterdam, Netherlands 1993)
G. Ojemann: Behav. Brain Sci. 2, 189 (1983)
H. Goodglass, A. Wingfield, M. Hyde, J. Theurkauf: Cortex 22, 87 (1986)
A. Caramazza: Ann. Rev. Neurosci. 11, 395 (1988)
E. Alhoniemi, J. Hollmén, O. Simula, J. Vesanto: Integrated Computer-Aided Engineering 6, 3 (1999)
S. Kaski, J. Kangas, T. Kohonen: Bibliography of self-organizing map (SOM) papers: 1981-1997. Neural Computing Surveys, 1(3&4): 1–176, 1998.
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Kohonen, T. (2001). Neural Modeling. In: Self-Organizing Maps. Springer Series in Information Sciences, vol 30. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-56927-2_2
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DOI: https://doi.org/10.1007/978-3-642-56927-2_2
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