Hans-Michael Kaltenbach

(Author)

A Concise Guide to Statistics (2012)Paperback - 2012, 18 September 2011

A Concise Guide to Statistics (2012)
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Part of Series
Springerbriefs in Statistics
Part of Series
Springer Briefs in Statistics
Print Length
111 pages
Language
English
Publisher
Springer
Date Published
18 Sep 2011
ISBN-10
3642235018
ISBN-13
9783642235016

Description

The text gives a concise introduction into fundamental concepts in statistics. Chapter 1: Short exposition of probability theory, using generic examples. Chapter 2: Estimation in theory and practice, using biologically motivated examples. Maximum-likelihood estimation in covered, including Fisher information and power computations. Methods for calculating confidence intervals and robust alternatives to standard estimators are given. Chapter 3: Hypothesis testing with emphasis on concepts, particularly type-I, type-II errors, and interpreting test results. Several examples are provided. T-tests are used throughout, followed important other tests and robust/nonparametric alternatives. Multiple testing is discussed in more depth, and combination of independent tests is explained. Chapter 4: Linear regression, with computations solely based on R. Multiple group comparisons with ANOVA are covered together with linear contrasts, again using R for computations.

Product Details

Author:
Hans-Michael Kaltenbach
Book Edition:
2012
Book Format:
Paperback
Country of Origin:
NL
Date Published:
18 September 2011
Dimensions:
23.39 x 15.6 x 0.69 cm
Genre:
Science/Technology Aspects
ISBN-10:
3642235018
ISBN-13:
9783642235016
Language:
English
Location:
Berlin, Heidelberg
Pages:
111
Publisher:
Weight:
190.51 gm

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