fbpx An Introductory Course in Computational Neuroscience | Miller, Paul | Lexile & Reading Level:
An Introductory Course in Computational Neuroscience, Miller, Paul

An Introductory Course in Computational Neuroscience

Authors: Miller, Paul
Series: Computational Neuroscience Series
Publisher: MIT Press
BISAC/Subject: PSY051000, SCI089000
ISBN: 9780262347563, Related ISBNs: 0262038250, 0262347563, 9780262038256, 9780262347563
Classification: Non-Fiction
Number of pages: 408
Audience: General/trade
Synopsis: 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.

LightSail includes up to 6,000 high interest, Lexile aligned book titles with every student subscription. Other titles are available for individual purchase.

Watch the power of

Lightsail in action

×

SUPPORT GROWING READERS

Immediately Engage Students
Immediately Engage Students
Simple intuitive design has classrooms reading within minutes.
Exponentially Grow Reading Time
Exponentially Grow Reading Time
Students love the LightSail experience and naturally spend more time reading.
Accelerate Literacy Development
Accelerate Literacy Development
Students reading 25 minutes a day on LightSail are seeing 2+ years of Lexile growth in a single year.

LightSail Education is a comprehensive Lexile and standards-aligned, literacy platform and digital e-book library. Including multimodal learning functionality and featuring books from leading publishers, LightSail holistically assesses and nurtures each student on their reading and writing-to-learn journey, throughout elementary, middle, and high school.

*LightSail offers a 2,000 or a 6,000 title bundle with its student subscriptions. Other titles are available for individual purchase.