Revere

Advanced Data Analysis in Neuroscience : Integrating Statistical and Computat...

Description: Advanced Data Analysis in Neuroscience : Integrating Statistical and Computational Models, Hardcover by Durstewitz, Daniel, ISBN 3319599747, ISBN-13 9783319599748, Brand New, Free shipping in the US

This book is intended for use in advanced graduate courses in statistics / machine learning, as well as for all experimental neuroscientists seeking to understand statistical methods at a deeper level, and theoretical neuroscientists with a limited background in statistics. It reviews almost all areas of applied statistics, from basic statistical estimation and test theory, linear and nonlinear approaches for regression and classification, to model selection and methods for dimensionality reduction, density estimation and unsupervised clustering. Its focus, however, is linear and nonlinear time series analysis from a dynamical systems perspective, based on which it aims to convey an understanding also of the dynamical mechanisms that could have generated observed time series. Further, it integrates computational modeling of behavioral and neural dynamics with statistical estimation and hypothesis testing. This way computational models in neuroscience are not only explanatory frameworks, but become powerful, quantitative data-analytical tools in themselves that enable researchers to look beyond the data surface and unravel underlying mechanisms. Interactive examples of most methods are provided through a package of MatLab routines, encouraging a playful approach to the subject, and providing readers with a better feel for the practical aspects of the methods covered.

"Computational neuroscience is essential for integrating and providing a basis for understanding the myriads of remarkable laboratory data on nervous system functions. Daniel Durstewitz has excellently covered the breadth of computational neuroscience from statistical interpretations of data to biophysically based modeling of the neurobiological sources of those data. His presentation is clear, pedagogically sound, and readily useable by experts and beginners alike. It is a pleasure to recommend this very well crafted discussion to experimental neuroscientists as well as mathematically well versed Physicists. Th acts as a window to the issues, to the questions, and to the tools for finding the answers to interesting inquiries about brains and how they function."

Henry D. I. Abarbanel

Physics and Scripps Institution of Oceanography, University of California, San Diego


“This book delivers a clear and thorough introduction to sophisticated analysis approaches useful in computational neuroscience. The models described and the examples provided will help readers develop critical intuitions into what the methods reveal about data. The overall approach of th reflects the extensive experience Prof. Durstewitz has developed as a leading practitioner of computational neuroscience. “

Bruno B. Averbeck

Price: 80.08 USD

Location: Jessup, Maryland

End Time: 2024-12-19T19:53:12.000Z

Shipping Cost: 0 USD

Product Images

Advanced Data Analysis in Neuroscience : Integrating Statistical and Computat...

Item Specifics

Return shipping will be paid by: Buyer

All returns accepted: Returns Accepted

Item must be returned within: 14 Days

Refund will be given as: Money Back

Return policy details:

Book Title: Advanced Data Analysis in Neuroscience : Integrating Statistical

Number of Pages: Xxv, 292 Pages

Language: English

Publication Name: Advanced Data Analysis in Neuroscience : Integrating Statistical and Computational Models

Publisher: Springer International Publishing A&G

Subject: Biostatistics, Life Sciences / Neuroscience, Probability & Statistics / General

Publication Year: 2017

Type: Textbook

Item Weight: 212.8 Oz

Item Length: 9.3 in

Subject Area: Mathematics, Science, Medical

Author: Daniel Durstewitz

Item Width: 6.1 in

Series: Bernstein Series in Computational Neuroscience Ser.

Format: Hardcover

Recommended

Data Analysis for Research Designs Geoffery Keppel, ANOVA Statistics book
Data Analysis for Research Designs Geoffery Keppel, ANOVA Statistics book

$9.99

View Details
Hard To Find 1965 Ford Service Product Information Sheets & Advance Information
Hard To Find 1965 Ford Service Product Information Sheets & Advance Information

$157.72

View Details
NEW TELTONIKA ALL-CAN300 ADVANCED CAN BUS DATA COLLECTOR ADAPTER/ CAPTURE DEVICE
NEW TELTONIKA ALL-CAN300 ADVANCED CAN BUS DATA COLLECTOR ADAPTER/ CAPTURE DEVICE

$78.00

View Details
U202501 Kodak 1965 Enlarging B&W Color Advanced Data AG-16 Book Guide Manual
U202501 Kodak 1965 Enlarging B&W Color Advanced Data AG-16 Book Guide Manual

$9.99

View Details
R for Everyone: Advanced Analytics and Graphics (Addison-Wesley Data and  - GOOD
R for Everyone: Advanced Analytics and Graphics (Addison-Wesley Data and - GOOD

$4.64

View Details
Advanced Algebra Through Data Exploration. A Graphing Calculator Approach
Advanced Algebra Through Data Exploration. A Graphing Calculator Approach

$8.99

View Details
Advanced Algebra Through Data Exploration: A Graphing Calculator Approach - GOOD
Advanced Algebra Through Data Exploration: A Graphing Calculator Approach - GOOD

$6.58

View Details
Advanced Penetration Testing for Highly-Secured Environments : The Ultimate...
Advanced Penetration Testing for Highly-Secured Environments : The Ultimate...

$20.19

View Details
Advanced Analytics with PySpark: Patterns for Learning from Data at Scale Using
Advanced Analytics with PySpark: Patterns for Learning from Data at Scale Using

$29.98

View Details
Industrial Floor Scale Advanced Weighing Solution with Data Transfer 2500x .5 lb
Industrial Floor Scale Advanced Weighing Solution with Data Transfer 2500x .5 lb

$699.00

View Details