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Signal Processing for Neuroscientists: An Introduction to the Analysis of Physiological Signals
 
 

Signal Processing for Neuroscientists: An Introduction to the Analysis of Physiological Signals [Hardcover]

Wim van Drongelen (Author)
4.0 out of 5 stars  See all reviews (3 customer reviews)

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Book Description

0123708672 978-0123708670 December 27, 2006
Signal Processing for Neuroscientists introduces analysis techniques primarily aimed at neuroscientists and biomedical engineering students with a reasonable but modest background in mathematics, physics, and computer programming. The focus of this text is on what can be considered the 'golden trio' in the signal processing field: averaging, Fourier analysis, and filtering. Techniques such as convolution, correlation, coherence, and wavelet analysis are considered in the context of time and frequency domain analysis. The whole spectrum of signal analysis is covered, ranging from data acquisition to data processing; and from the mathematical background of the analysis to the practical application of processing algorithms. Overall, the approach to the mathematics is informal with a focus on basic understanding of the methods and their interrelationships rather than detailed proofs or derivations. One of the principle goals is to provide the reader with the background required to understand the principles of commercially available analyses software, and to allow him/her to construct his/her own analysis tools in an environment such as MATLAB®.

· Multiple color illustrations are integrated in the text
· Includes an introduction to biomedical signals, noise characteristics, and recording techniques
· Basics and background for more advanced topics can be found in extensive notes and appendices

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Book Description

An introduction to signal analysis ranging from data acquisition to data processing; and from the mathematical background of the analysis to the practical application of processing algorithms.

Product Details

  • Hardcover: 320 pages
  • Publisher: Academic Press (December 27, 2006)
  • Language: English
  • ISBN-10: 0123708672
  • ISBN-13: 978-0123708670
  • Product Dimensions: 9.2 x 6.3 x 0.8 inches
  • Shipping Weight: 1.6 pounds (View shipping rates and policies)
  • Average Customer Review: 4.0 out of 5 stars  See all reviews (3 customer reviews)
  • Amazon Best Sellers Rank: #371,116 in Books (See Top 100 in Books)

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4 of 4 people found the following review helpful:
5.0 out of 5 stars Fills an important niche, February 15, 2010
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This review is from: Signal Processing for Neuroscientists: An Introduction to the Analysis of Physiological Signals (Hardcover)
This book is clearly not intended for the beginner. It is intended for graduate students or undergraduates with a good working knowledge of at least calculus although many people benefit from previous exposure to differential equations in reading this book. There are many books out there in the math and physics literature that cover many of these topics but are entirely incomprehensible to the average neuroscientist. This book is the only book on the market that bridges the knowledge gap between students who already possess an introductory quantitative background and those capable of reading modern quantitative literature from fields such as engineering and signal processing. It is also the only book for neuroscientists that introduces these more advanced concepts from the perspective of a neuroscience (i.e. using EEG recordings, etc. to illustrate the methodology). Finally, the Matlab code presented in the book can in many instances be used directly in one's own research making this book a very practical investment.
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4 of 4 people found the following review helpful:
4.0 out of 5 stars Useful., May 16, 2008
This review is from: Signal Processing for Neuroscientists: An Introduction to the Analysis of Physiological Signals (Hardcover)
This book contains useful exercises and demonstrations of MATLAB code that are worth looking at. Overall, I think it covers the major topics and does a decent job fulfilling that purpose.

Having said that, however, the language of the book is not reader-friendly. It's not to say that we aren't dealing with advanced material here, because it wasn't intended for the beginner. Don't expect that you'll just be able to pick up the text and read it without any prior knowledge.

I would have given this book an additional star, however, there are some errors of calculation in the beginning exercises. If you are the advanced reader, you'll pick up on these--someone other than myself actually picked up on these, so don't just take the calculation and their end result to be the answer--as always, be cautious when you read.
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2 of 2 people found the following review helpful:
3.0 out of 5 stars May be difficult for novices, March 24, 2009
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Gradgirl (new york city) - See all my reviews
This review is from: Signal Processing for Neuroscientists: An Introduction to the Analysis of Physiological Signals (Hardcover)
As a new user to Matlab, I found this book too challenging to be effective.
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Inside This Book (learn more)
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
epoch sampled, surrogate time series, scaling signal, sampled time series, measurement chain, epoch length, neural engineering, sifting property, spike train, twiddle factor, continuous time function, sampled function, complex convolution, measured time series, hat wavelet, direct formulas, biomedical signals
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Combining Equations, Signal Processing Toolbox, Kluwer Academic, New York, Seizure Prediction
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