Abstract
The complexity theory of interactions among functional levels in brain is developed. In particular, a possible interplay between the logical process and the sensory information processings is highlighted. In this respect, we deal with the transformation between a logical statement and a dynamical system, in relation with dynamics of neurons or neural assemblies. Both internal and external views for the threshold or the switching mechanism of neuron is discussed. An external view is generally represented by dynamical systems, which is assured here by the plausibility of conventional population dynamics. The internal view in the present context is assured by the existence of logical process of macromolecules in the pre- and/or post-synaptic membranes of neuron. Thus the internal view provides logic-based dynamics. There always exist two interpretations for the logic-based dynamics, which lead internal and external dynamics, respectively. The internal dynamics brings about the threshold-related characteristics of neuron, clue to its chaotic behaviors, whereas the external one provides a periodic behavior only. With this internal theory, we develop the hermeneutic theory for interfacial dynamics of different levels of neural assemblies, and for the notion of stability of self-description.
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References
I. Tsuda and K. Tadaki, A Logic-Based Dynamical Theory for A Genesis of Biological Threshold, Biosystems (in press, 1997).
K. Matsuno, Protobiology: Physical Basis of Biology, CRC press, Boca Raton, Florida, 1989.
W. J. Freeman, Societies of Brains — A Study in The Neuroscience of Love and Hate, Lawrence Erlbaum Associates, Inc., Hillsdale, 1995.
G. Boole, An Investigation of The Laws of Thought, Dover Publications, Inc., New York, 1854.
I. Tsuda, A Hermeneutic Process of The Brain, Progress of Theoretical Physics, Supplement, Vol. 79, 1984, pp. 241–259.
I. Tsuda, Chaotic Itinerancy as A Dynamical Basis of Hermeneutics in Brain and Mind, World Futures, Vol. 32, 1991, pp. 167–185.
C. Murakami and K. Tomita, Giant Transitory Excitation — A Thermokinetic Model, Journal of Theoretical Biology, Vol. 79, 1979, pp. 203–222.
A. L. Hodgkin and A. F. Huxley, A Quantitative Description of Membrane Current and Its Application to Conduction and Excitation in Nerve, Journal of Physiology, Vol. 117. 1952, pp. 500–544.
R. Fitz Hugh, Impulses and Physiological States in Theoretical Models of Nerve Membrane, Biophysical Journal, Vol. 1, 1961, pp. 445–466.
R. Fitz Hugh, Mathematical Models of Excitation and Propagation in Nerve, in Biological Engineering, ed. H. P. Schwan, McGraw-Hill, New York, 1969, pp. 1–85.
J. Nagumo, S. Arimoto, and S. Yoshizawa, An Active Pulse Transmission Line Stimulating Nerve Axon, Proc. Institute of Radio Engineering, Vol. 50, 1962, pp. 2061–2070.
N. Reseller, Many-Valued Logic, McGraw-Hill, New York, 1969.
L. A. Zadeh, Fuzzy Logic and Approximate Reasoning, Synthese, Vol. 30, 1975, pp. 407–428.
P. Grim, Self-Reference and Chaos in Fuzzy Logic, IEEE Transaction on Fuzzy Systems, Vol. 1, 1993, pp. 237–253.
J. L. Kaplan and J. A. Yorke, Chaotic Behavior of Multidimensional Difference Equations, Lecture Notes in Mathematics, Vol. 730, 1979, pp. 204–227.
C. Grebogi, E. Ott, S. Pelikan, and J. A. Yorke, Starange Attractors That Are Not Chaotic, Physica D, Vol 13, 1984, pp. 261–268.
O. E. Rössler, R. Wais, and R. Rössler, Singular-Continuous Weierstrass Function Attractors, In Proc. 2nd International Conference on Fuzzy Logic and Neural Networks, Fuzzy Logic Systems Institute, lizuka, Japan, 1992, pp. 909–912.
O. E. Rössler, J. L. Hudson, C. Knudsen and I. Tsuda, Nowhere-Differentiable Attractors, International Journal of Intelligent Systems, Vol. 10, 1995, pp. 15–23.
O. E. Rössler and J. L. Hudson, A “Superfat” Attractor with A Singular-Continuous 2-D Weierstrass Function in A Cross Section, Zeitschrift für Naturforshung, Vol. 48a, pp. 673–678.
I. Tsuda, A New Type of Self-Organization Associated with Chaotic Dynamics in Neural Networks, International Journal of Neural Systems, Vol. 7, 1996, pp.451–459.
L. Kay, K. Shimoide and W. J. Freeman, Comparison of EEG Time Series from Rat Olfactory System with Model Composed of Nonlinear Coupled Oscillators, International Journal of Bifurcation and Chaos, Vol. 5, pp. 849–858.
K. Ikeda, K. Otsuka and K. Matsumoto, Maxwell-Bloch Turbulence, Progress of Theoretical Physics, Supplement, Vol.99, 1989, pp. 295–327.
K. Kaneko, Clustering, Coding, Switching, Hierarchical Ordering, and Control in Network of Chaotic Elements, Physica D, Vol. 41, 1990, pp. 137–172.
I. Tsuda, Can Stochastic Renewal of Maps Be A Model for Cerebral Cortex? Physica D, Vol 75, 1994, pp. 165–178.
I. Tsuda, Chaotic Neural Networks and Thesaurus, Neurocomputers and Attention I, eds., A. V. Holden and V. L Kryukov, Manchester University Press, Manchester, 1991, pp. 405–424.
I. Tsuda, Dynamic Link of Memories—Chaotic Memory Map in Nonequilibrium Neural Networks, Neural Networks, Vol. 5, 1992, pp. 313–326.
S. Nara and P. Davis, Chaotic Wandering and Search in A Cycle-Memory Neural Network, Progress of Theoretical Physics, Vol. 88, 1992, pp. 845–855.
S. Nara, P. Davis, M. Kawachi and H. Totsuji, Chaotic Memory Dynamics in A Recurrent Neural Networks with Cycle Memories Embedded by Pseudo-Inverse Method, International Journal of Bifurcation and Chaos, Vol. 5, 1995, pp. 1205–1212.
W. J. Freeman, Neural Mechanisms Underlying Destabilization of Cortex by Sensory Input, Physica D, Vol. 75, 1994, pp. 151–164.
M. Adachi and K. Aihara, Association Dynamics in a Chaotic Neural Network, Neural Networks, (in press, 1997).
H. Okuda and I. Tsuda, A Coupled Chaotic System with Different Time Scales: Possible Implications of Observations by Dynamical Systems, International Journal of Bifurcation and Chaos, Vol. 4, 1994, pp.1011–1022.
H. Dinse, A Temporal Structure of Cortical Information Processing, Concepts in Neuroscience, Vol. 1, 1990, pp. 199–238.
J. J. Eggermont, A. M. H. J. Aertsen, D. J. Hermes and P. I. M. Johannesma, Spectro-Temporal Characterization of Auditory Neurons: Redundant or Necessary? Hearing Research, Vol. 5, 1981, pp. 109–121.
M. Tsukada, a private communication for his experimental findings in late 1970s on dynamic receptive field in cat retinal ganglion cells.
M. Heideggar, Sein und Zeit, Tübingen, 1927.
H. G. Gadamer, Philosophical Hermeneutics, translated and edited by D. E. Linge, University of California Press, 1976.
I. Tsuda, E. Korner and H. Shimizu, Memory Dynamics in Asynchronous Neural Networks, Progress of Theoretical Physics, Vol.78, 1987, pp.51–71.
M. Tsukada, Theoretical Model of The Hippocampal-Cortical Memory System Motivated by Physiological Functions in The Hippocampus, Cybernetics and Systems: An International Journal, Vol. 25, 1994, pp.189–206.
M. Tsukada, T. Aihara, M. Mizuno, H. Kato, and K. Ito, Temporal Pattern Sensitivity of Long-Term Potentiation in Hippocampal CAl Neurons, Biological Cybernetics, Vol. 70, 1994, pp.495–503.
Y. Miyashita, Inferior Temporal Cortex: Where Visual Perception Meets Memory, Annual Review of Neuro science. Vol. 16, 1993, pp. 245–263.
Y.-P. Gunji, Autonomous Life as The Proof of Incompleteness and Lawvere’s Theorem of Fixed Point, Applied Mathematics and Computation, Vol. 61, 1994, pp. 231–267.
Y.-P. Gunji, S. Toyoda and M. Migita, Tree and Loop as Moments for Measurement, Biosystems, Vol. 38, 1996, pp. 127–133.
I. Tsuda, deus ex machina-Towards the Brain Theory from Chaos Theory (in Japanese), System and Control: Transaction of Japan Society of System Engineering, Vol. 31, 1987, pp. 180–188.
I. Tsuda, Kaosu-teki Noukan (Chaos Viewpoint of Brain)(m.Japanese), Science-sha, Publ., Inc., Tokyo, 1990.
K. Kaneko and I. Tsuda, Fukuzatsukei no Kaosu-teki Sinario (Chaos Scenarios of Complex Systems)(m Japanese), Asakura-shoten, Publ., Inc., Tokyo, 1996.
S. Smale, Differentiable Dynamical Systems, Bidletin of American Mathematical Soceity. Vol. 73, 1967, pp. 747–817.
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© 1997 Springer-Verlag Tokyo
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Tsuda, I. (1997). On the Complexity of Logic-Dynamics in Brain. In: Nakamura, E.R., Kudo, K., Yamakawa, O., Tamagawa, Y. (eds) Complexity and Diversity. Springer, Tokyo. https://doi.org/10.1007/978-4-431-66862-6_4
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DOI: https://doi.org/10.1007/978-4-431-66862-6_4
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