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Weakly Connected Neural Networks (Hardcover, 1997 ed.): Frank C. Hoppensteadt, Eugene M. Izhikevich Weakly Connected Neural Networks (Hardcover, 1997 ed.)
Frank C. Hoppensteadt, Eugene M. Izhikevich
R4,011 Discovery Miles 40 110 Ships in 18 - 22 working days

Devoted to local and global analysis of weakly connected systems with applications to neurosciences, this book uses bifurcation theory and canonical models as the major tools of analysis. It presents a systematic and well motivated development of both weakly connected system theory and mathematical neuroscience, addressing bifurcations in neuron and brain dynamics, synaptic organisations of the brain, and the nature of neural codes. The authors present classical results together with the most recent developments in the field, making this a useful reference for researchers and graduate students in various branches of mathematical neuroscience.

Weakly Connected Neural Networks (Paperback, Softcover reprint of the original 1st ed. 1997): Frank C. Hoppensteadt, Eugene M.... Weakly Connected Neural Networks (Paperback, Softcover reprint of the original 1st ed. 1997)
Frank C. Hoppensteadt, Eugene M. Izhikevich
R2,688 Discovery Miles 26 880 Ships in 18 - 22 working days

Devoted to local and global analysis of weakly connected systems with applications to neurosciences, this book uses bifurcation theory and canonical models as the major tools of analysis. It presents a systematic and well motivated development of both weakly connected system theory and mathematical neuroscience, addressing bifurcations in neuron and brain dynamics, synaptic organisations of the brain, and the nature of neural codes. The authors present classical results together with the most recent developments in the field, making this a useful reference for researchers and graduate students in various branches of mathematical neuroscience.

Dynamical Systems in Neuroscience - The Geometry of Excitability and Bursting (Paperback): Eugene M. Izhikevich Dynamical Systems in Neuroscience - The Geometry of Excitability and Bursting (Paperback)
Eugene M. Izhikevich
R1,486 Discovery Miles 14 860 Ships in 18 - 22 working days

Explains the relationship of electrophysiology, nonlinear dynamics, and the computational properties of neurons, with each concept presented in terms of both neuroscience and mathematics and illustrated using geometrical intuition. In order to model neuronal behavior or to interpret the results of modeling studies, neuroscientists must call upon methods of nonlinear dynamics. This book offers an introduction to nonlinear dynamical systems theory for researchers and graduate students in neuroscience. It also provides an overview of neuroscience for mathematicians who want to learn the basic facts of electrophysiology. Dynamical Systems in Neuroscience presents a systematic study of the relationship of electrophysiology, nonlinear dynamics, and computational properties of neurons. It emphasizes that information processing in the brain depends not only on the electrophysiological properties of neurons but also on their dynamical properties. The book introduces dynamical systems, starting with one- and two-dimensional Hodgkin-Huxley-type models and continuing to a description of bursting systems. Each chapter proceeds from the simple to the complex, and provides sample problems at the end. The book explains all necessary mathematical concepts using geometrical intuition; it includes many figures and few equations, making it especially suitable for non-mathematicians. Each concept is presented in terms of both neuroscience and mathematics, providing a link between the two disciplines. Nonlinear dynamical systems theory is at the core of computational neuroscience research, but it is not a standard part of the graduate neuroscience curriculum-or taught by math or physics department in a way that is suitable for students of biology. This book offers neuroscience students and researchers a comprehensive account of concepts and methods increasingly used in computational neuroscience. An additional chapter on synchronization, with more advanced material, can be found at the author's website, www.izhikevich.com.

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