Temporal-Pattern Learning in Neural Models

Carme Torras I Genis (Autor)

Buch | Softcover

VII, 227 Seiten

1985
Springer Berlin (Verlag)
978-3-540-16046-5 (ISBN)

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While the ability of animals to learn rhythms is an unquestionable fact, the underlying neurophysiological mechanisms are still no more than conjectures. This monograph explores the requirements of such mechanisms, reviews those previously proposed and postulates a new one based on a direct electric coding of stimulation frequencies. Experi mental support for the option taken is provided both at the single neuron and neural network levels. More specifically, the material presented divides naturally into four parts: a description of the experimental and theoretical framework where this work becomes meaningful (Chapter 2), a detailed specifica tion of the pacemaker neuron model proposed together with its valida tion through simulation (Chapter 3), an analytic study of the behavior of this model when submitted to rhythmic stimulation (Chapter 4) and a description of the neural network model proposed for learning, together with an analysis of the simulation results obtained when varying seve ral factors related to the connectivity, the intraneuronal parameters, the initial state and the stimulation conditions (Chapter 5). This work was initiated at the Computer and Information Science Depart ment of the University of Massachusetts, Amherst, and completed at the Institut de c Lber n e t Lca of the Universitat Politecnica de Catalunya, Barcelona. Computers at the latter place have adopted Catalan as their mother tongue and thus some computer-made figures in this monograph, specially those in Chapter 5, appear labeled in that tongue.

1 - Introduction.- 2 - Experimental Data and Previous Models.- 3 - Modelling and Simulation of a Plastic Pacemaker Neuron.- 4 - Analytic Study of the Entrainment Patterns.- 5 - Modelling and Simulation of a Network of Plastic Pacemaker Neurons.- 6 - Conclusions and Future Prospects.- A - Neuronal physiology..- B - Properties of mappings from the unit circle onto itself..- C - Glossary of Catalan labels in computer-made figures..- References.

Erscheint lt. Verlag	1.12.1985
Reihe/Serie	Lecture Notes in Biomathematics
Zusatzinfo	VII, 227 p. 3 illus.
Verlagsort	Berlin
Sprache	englisch
Maße	210 x 279 mm
Gewicht	590 g
Themenwelt	Informatik ► Weitere Themen ► Bioinformatik
	Mathematik / Informatik ► Mathematik ► Algebra
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
Schlagworte	animals • Behavior • Experiment • Information • learning • Modeling • Modelling • Networks • Neural networks • Physiology • Simulation
ISBN-10	3-540-16046-9 / 3540160469
ISBN-13	978-3-540-16046-5 / 9783540160465
Zustand	Neuware