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An Introductory Course in Computational Neuroscience by Paul Miller ...

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Last updated on 07 Mar, 2025 09:47:11 GMTView all revisionsView all revisions

Item specifics

Condition
New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
ISBN
9780262038256
Publication Year
2018
Series
Computational Neuroscience Series
Type
Textbook
Format
Hardcover
Language
English
Publication Name
An Introductory Course in Computational Neuroscience
Item Height
229 mm
Author
Paul Miller
Publisher
MIT Press LTD
Subject
Computer Science, Biology
Item Width
178 mm
Number of Pages
408 Pages

About this product

Product Information

A textbook for students with limited background in mathematics and computer coding, emphasizing computer tutorials that guide readers in producing models of neural behavior.This introductory text teaches students to understand, simulate, and analyze the complex behaviors of individual neurons and brain circuits. It is built around computer tutorials that guide students in producing models of neural behavior, with the associated Matlab code freely available online. From these models students learn how individual neurons function and how, when connected, neurons cooperate in a circuit. The book demonstrates through simulated models how oscillations, multistability, post-stimulus rebounds, and chaos can arise within either single neurons or circuits, and it explores their roles in the brain. The book first presents essential background in neuroscience, physics, mathematics, and Matlab, with explanations illustrated by many example problems. Subsequent chapters cover the neuron and spike production; single spike trains and the underlying cognitive processes; conductance-based models; the simulation of synaptic connections; firing-rate models of large-scale circuit operation; dynamical systems and their components; synaptic plasticity; and techniques for analysis of neuron population datasets, including principal components analysis, hidden Markov modeling, and Bayesian decoding. Accessible to undergraduates in life sciences with limited background in mathematics and computer coding, the book can be used in a flipped or inverted teaching approach, with class time devoted to hands-on work on the computer tutorials. It can also be a resource for graduate students in the life sciences who wish to gain computing skills and a deeper knowledge of neural function and neural circuits.

Product Identifiers

Publisher
MIT Press LTD
ISBN-13
9780262038256
eBay Product ID (ePID)
2317645210

Product Key Features

Number of Pages
408 Pages
Language
English
Publication Name
An Introductory Course in Computational Neuroscience
Publication Year
2018
Subject
Computer Science, Biology
Type
Textbook
Author
Paul Miller
Series
Computational Neuroscience Series
Format
Hardcover

Dimensions

Item Height
229 mm
Item Width
178 mm

Additional Product Features

Country/Region of Manufacture
United States
Title_Author
Paul Miller

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