BioInformation Processing

A Primer on Computational Cognitive Science
1. Auflage 2016
ISBN: 978-981-287-869-4
Verlag: Springer Nature Singapore

Buch, Englisch, 570 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 10284 g

Reihe: Cognitive Science and Technology

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.

Zielgruppe

Research

Autoren/Hrsg.

Peterson, James K.

Fachgebiete

• Naturwissenschaften Biowissenschaften Biowissenschaften Neurobiologie, Verhaltensbiologie
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz

Inhaltsverzeichnis

Introduction.- Diffusion equation.- Integral transforms.- Time dependent cable.- Neural structure.- Abstract computation.- SM diffusion.- Second messengers.- Abstract neurons.- Emotional models.- Music data.- Painting data.- Compositional design.- Network models.- Model training.- Matrix FFN.- Chained FFN.- Lagged chains.- Graph Models.- Address graphs.- Brain models.- Cognitive dysfunction models.- Background reading.- Conclusions.

Über Autor(innen)

Dr. James Peterson is an Associate Professor in Mathematical Sciences and Biological Sciences at Clemson University, USA. His formal training is in mathematics but he has worked as an aerospace engineer and a software engineer also. He enjoys working on very hard problems that require multiple disciplines to make sense out of and he reads, studies and plays in cutting edge areas a lot as part of his interests.