Uri T. Eden's Books

Case Studies in Neural Data Analysis

A Guide for the Practicing Neuroscientist

By: Mark A. Kramer,Uri T. Eden

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Case Studies in Neural Data Analysis

A Guide for the Practicing Neuroscientist

By: Mark A. Kramer,Uri T. Eden

A practical guide to neural data analysis techniques that presents sample datasets and hands-on methods for analyzing the data. As neural data becomes increasingly complex, neuroscientists now require skills in computer programming, statistics, and data analysis. This book teaches practical neural data analysis techniques by presenting example datasets and developing techniques and tools for analyzing them. Each chapter begins with a specific example of neural data, which motivates mathematical and statistical analysis methods that are then applied to the data. This practical, hands-on approach is unique among data analysis textbooks and guides, and equips the reader with the tools necessary for real-world neural data analysis. The book begins with an introduction to MATLAB, the most common programming platform in neuroscience, which is used in the book. (Readers familiar with MATLAB can skip this chapter and might decide to focus on data type or method type.) The book goes on to cover neural field data and spike train data, spectral analysis, generalized linear models, coherence, and cross-frequency coupling. Each chapter offers a stand-alone case study that can be used separately as part of a targeted investigation. The book includes some mathematical discussion but does not focus on mathematical or statistical theory, emphasizing the practical instead. References are included for readers who want to explore the theoretical more deeply. The data and accompanying MATLAB code are freely available on the authors' website. The book can be used for upper-level undergraduate or graduate courses or as a professional reference.

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Page Count

385

Publisher

MIT Press

Published Date

ISBN 10

026233674X

ISBN 13

9780262336741

Analysis of Neural Data

By: Robert E. Kass,Uri T. Eden,Emery N. Brown

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Analysis of Neural Data

By: Robert E. Kass,Uri T. Eden,Emery N. Brown

Continual improvements in data collection and processing have had a huge impact on brain research, producing data sets that are often large and complicated. By emphasizing a few fundamental principles, and a handful of ubiquitous techniques, Analysis of Neural Data provides a unified treatment of analytical methods that have become essential for contemporary researchers. Throughout the book ideas are illustrated with more than 100 examples drawn from the literature, ranging from electrophysiology, to neuroimaging, to behavior. By demonstrating the commonality among various statistical approaches the authors provide the crucial tools for gaining knowledge from diverse types of data. Aimed at experimentalists with only high-school level mathematics, as well as computationally-oriented neuroscientists who have limited familiarity with statistics, Analysis of Neural Data serves as both a self-contained introduction and a reference work.

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Page Count

663

Publisher

Springer

Published Date

ISBN 10

1461496020

ISBN 13

9781461496021

Case Studies in Neural Data Analysis

A Guide for the Practicing Neuroscientist

By: Mark A. Kramer,Uri T. Eden

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Case Studies in Neural Data Analysis

A Guide for the Practicing Neuroscientist

By: Mark A. Kramer,Uri T. Eden

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

385

Publisher

MIT Press

Published Date

ISBN 10

026233674X

ISBN 13

9780262336741

Book's by Uri T. Eden

Case Studies in Neural Data Analysis

Case Studies in Neural Data Analysis

Analysis of Neural Data

Analysis of Neural Data

Case Studies in Neural Data Analysis

Case Studies in Neural Data Analysis

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