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" BioInformation processing : "
James K. Peterson.
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BL
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| Record Number
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777202
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b597204
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| Main Entry
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James K. Peterson.
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| Title & Author
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BioInformation processing : : a primer on computational cognitive science\ James K. Peterson.
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| Publication Statement
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Singapore : Springer, 2016
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| Series Statement
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Cognitive science and technology.
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| Page. NO
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1 recurs en línia (1 recurs en línia (xxxv, 570 pàgines) :) color, il·lustracions.
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| ISBN
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9789812878694
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: 9789812878717
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: 9812878696
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: 9812878718
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| Contents
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BioInformation Processing.- The Diffusion Equation.- Integral Transforms.- The Time Dependent Cable Solution.- Mammalian Neural Structure.- Abstracting Principles of Computation.- Abstracting Principles of Computation.- Second Messenger Diffusion Pathways.- The Abstract Neuron Model.- Emotional Models.- Generation of Music Data: J. Peterson and L. Dzuris.- Generation of Painting Data: J. Peterson, L. Dzuris and Q. Peterson.- Modeling Compositional Design.- Networks Of Excitable Neurons.- Training The Model.- Matrix Feed Forward Networks.- Chained Feed Forward Architectures.- Graph Models.- Address Based Graphs.- Building Brain Models.- Models of Cognitive Dysfunction.- Conclusions.- Background Reading.
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| Abstract
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This book shows how mathematics, computer science and science can be usefully and seamlessly intertwined. It begins with a general model of cognitive processes in a network of computational nodes, such as neurons, using a variety of tools from mathematics, computational science and neurobiology. It then moves on to solve the diffusion model from a low-level random walk point of view. It also demonstrates how this idea can be used in a new approach to solving the cable equation, in order to better understand the neural computation approximations. It introduces specialized data for emotional content, which allows a brain model to be built using MatLab tools, and also highlights a simple model of cognitive dysfunction -- OhioLink Library Catalog.
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| Subject
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Bioinformàtica.
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| Subject
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Neurociència computacional.
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| LC Classification
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QH324.2J364 2016
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| Added Entry
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James K Peterson
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