Calculus for Cognitive Scientists Partial Differential Equation Models
by
 
Peterson, James. author.

Title
Calculus for Cognitive Scientists Partial Differential Equation Models

Author
Peterson, James. author.

ISBN
9789812878809

Edition
1st ed. 2016.

Physical Description
XXXI, 534 p. 156 illus. in color. online resource.

Series
Cognitive Science and Technology,

Abstract
This book shows cognitive scientists in training how mathematics, computer science and science can be usefully and seamlessly intertwined. It is a follow-up to the first two volumes on mathematics for cognitive scientists, and includes the mathematics and computational tools needed to understand how to compute the terms in the Fourier series expansions that solve the cable equation. The latter is derived from first principles by going back to cellular biology and the relevant biophysics.  A detailed discussion of ion movement through cellular membranes, and an explanation of how the equations that govern such ion movement leading to the standard transient cable equation are included. There are also solutions for the cable model using separation of variables, as well an explanation of why Fourier series converge and a description of the implementation of MatLab tools to compute the solutions. Finally, the standard Hodgkin - Huxley model is developed for an excitable neuron and is solved using MatLab.

Subject Term
Computational intelligence.
 
Mathematical physics.
 
Neural networks (Computer science) .
 
Artificial intelligence.
 
Image processing -- Digital techniques.
 
Computer vision.
 
Theoretical, Mathematical and Computational Physics.
 
Mathematical Models of Cognitive Processes and Neural Networks.
 
Computer Imaging, Vision, Pattern Recognition and Graphics.

Added Corporate Author
SpringerLink (Online service)

Electronic Access
https://doi.org/10.1007/978-981-287-880-9


LibraryMaterial TypeItem BarcodeShelf Number[[missing key: search.ChildField.HOLDING]]Status
Online LibraryE-Book614845-1001ONLINESpringer E-Kitap Koleksiyonu