Cognitive Phase Transitions in the Cerebral Cortex - Enhancing the Neuron Doctrine by Modeling Neural Fields: 39 (Studies in Systems, Decision and Control) - Hardcover
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<P>THIS INTRIGUING BOOK WAS BORN OUT OF THE MANY DISCUSSIONS THE AUTHORS HAD IN THE PAST 10 YEARS ABOUT THE ROLE OF SCALE-FREE STRUCTURE AND DYNAMICS IN PRODUCING INTELLIGENT BEHAVIOR IN BRAINS.<BR> THE MICROSCOPIC DYNAMICS OF NEURAL NETWORKS IS WELL DESCRIBED BY THE PREVAILING PARADIGM BASED IN A NARROW INTERPRETATION OF THE NEURON DOCTRINE. THIS BOOK BROADENS THE DOCTRINE BY INCORPORATING THE DYNAMICS OF NEURAL FIELDS, AS FIRST REVEALED BY MODELING WITH DIFFERENTIAL EQUATIONS (K-SETS). THE BOOK BROADENS THAT APPROACH BY APPLICATION OF RANDOM GRAPH THEORY (NEUROPERCOLATION). THE BOOK CONCLUDES WITH DIVERSE COMMENTARIES THAT EXEMPLIFY THE WIDE RANGE OF MATHEMATICAL/CONCEPTUAL APPROACHES TO NEURAL FIELDS. <BR> THIS BOOK IS INTENDED FOR RESEARCHERS, POSTDOCS, AND GRADUATE STUDENTS, WHO SEE THE LIMITATIONS OF NETWORK THEORY AND SEEK A BEACHHEAD FROM WHICH TO EMBARK ON MESOSCOPIC AND MACROSCOPIC NEURODYNAMICS.</P>
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This intriguing book was born out of the many discussions the authors had in the past 10 years about the role of scale-free structure and dynamics in producing intelligent behavior in brains.
The microscopic dynamics of neural networks is well described by the prevailing paradigm based in a narrow interpretation of the neuron doctrine. This book broadens the doctrine by incorporating the dynamics of neural fields, as first revealed by modeling with differential equations (K-sets). The book broadens that approach by application of random graph theory (neuropercolation). The book concludes with diverse commentaries that exemplify the wide range of mathematical/conceptual approaches to neural fields.
This book is intended for researchers, postdocs, and graduate students, who see the limitations of network theory and seek a beachhead from which to embark on mesoscopic and macroscopic neurodynamics.
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- VerlagSpringer
- Erscheinungsdatum2015
- ISBN 10 3319244043
- ISBN 13 9783319244044
- EinbandTapa dura
- Auflage1
- Anzahl der Seiten290
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Cognitive Phase Transitions in the Cerebral Cortex - Enhancing the Neuron Doctrine by Modeling Neural Fields
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Springer International Publishing
(2015)
ISBN 10: 3319244043
ISBN 13: 9783319244044
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Buchbeschreibung Buch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This intriguing book was born out of the many discussions the authors had in the past 10 years about the role of scale-free structure and dynamics in producing intelligent behavior in brains. The microscopic dynamics of neural networks is well described by the prevailing paradigm based in a narrow interpretation of the neuron doctrine. This book broadens the doctrine by incorporating the dynamics of neural fields, as first revealed by modeling with differential equations (K-sets). The book broadens that approach by application of random graph theory (neuropercolation). The book concludes with diverse commentaries that exemplify the wide range of mathematical/conceptual approaches to neural fields. This book is intended for researchers, postdocs, and graduate students, who see the limitations of network theory and seek a beachhead from which to embark on mesoscopic and macroscopic neurodynamics. Artikel-Nr. 9783319244044
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