عنوان

Analysis of Neural Dat

9781461496021

IR

EN-50025

انگلیسی

IR

Analysis of Neural Dat

[Book]

/ electronic resource

New York, NY

: Springer New York :Imprint: Springer,

, 2014.

XXV, 648 s. 135 illus., 17 illus. in color. , online resource..

(Springer Series in Statistics,0172-7397)

9781461496014.

Print

Summary: 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.

Introduction -- Exploring Data -- Probability and Random Variables -- Random Vectors -- Important Probability Distributions -- Sequences of Random Variables -- Estimation and Uncertainty -- Estimation in Theory and Practice -- Uncertainty and the Bootstrap -- Statistical Significance -- General Methods for Testing Hypotheses -- Linear Regression -- Analysis of Variance -- Generalized Regression -- Nonparametric Regression -- Bayesian Methods -- Multivariate Analysis -- Time Series -- Point Processes -- Appendix: Mathematical Background -- Example Index -- Index -- Bibliography.

Springer Series in Statistics,0172-7397

Statistics

Neurosciences

Mathematical statistics

Statistics

Statistics for Life Sciences, Medicine, Health Sciences

Neurosciences

Statistical Theory and Methods

Kass, Robert E..

Eden, Uri T

Brown, Emery N

SpringerLink (Online service)

ایران

9781461496014.pdf

عادی

عادی

9781461496014.pdf

متن

old catalog

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