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A Concise Guide to Statistics
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Catalogue Information
Field name
Details
Dewey Class
519.5
Title
A Concise Guide to Statistics ([Ebook]) / by Hans-Michael Kaltenbach.
Author
Kaltenbach, Hans-Michael
Other name(s)
SpringerLink (Online service)
Publication
Berlin, Heidelberg : Springer , 2012.
Physical Details
XIII, 111 pages: 33 illus. : online resource.
Series
SpringerBriefs in Statistics
ISBN
9783642235023
Summary Note
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.:
Contents note
Basics of Probability Theory -- Estimation -- Hypothesis Testing -- Regression -- References -- Index.
System details note
Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site
http://dx.doi.org/10.1007/978-3-642-23502-3
Links to Related Works
Subject References:
Statistics
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Statistics for Life Sciences, Medicine, Health Sciences
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Statistics, general
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Authors:
Kaltenbach, Hans-Michael
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Corporate Authors:
SpringerLink (Online service)
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Series:
SpringerBriefs in Statistics
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Classification:
519.5
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519.5 (DDC 23)
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