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Cognitive Phase Transitions in the Cerebral Cortex - Enhancing the Neuron Doctrine by Modeling Neural Fields

Buch | Hardcover
XXV, 262 Seiten
2015 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-24404-4 (ISBN)

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Cognitive Phase Transitions in the Cerebral Cortex - Enhancing the Neuron Doctrine by Modeling Neural Fields - Robert Kozma, Walter J. Freeman
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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.

Part I Review of Dynamical Brain Theories and Experiments.- Part II Supplementary Materials on Brain Structure and Dynamics.-Part III Commentaries.

Erscheinungsdatum
Reihe/Serie Studies in Systems, Decision and Control
Zusatzinfo XXV, 262 p.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Geisteswissenschaften Psychologie Allgemeine Psychologie
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik
Schlagworte artificial intelligence (incl. robotics) • Cognition • Cognitive Psychology • Cognitive Systems • Complexity • Complex Systems • Computational Intelligence • Engineering • Neural Percolation • Neural Percolation Process
ISBN-10 3-319-24404-3 / 3319244043
ISBN-13 978-3-319-24404-4 / 9783319244044
Zustand Neuware
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