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Concise Guide to Statistics

Name: Concise Guide to Statistics
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 01365738
Price: 50.43 EUR
Availability: InStock
Author: Hans Michael Kaltenbach
ISBN: 9783642235016

Hans Michael Kaltenbach

Language

English

Book Paperback

Libristo code: 01365738

Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, September 2011

The text gives a concise introduction into fundamental concepts in statistics. Chapter 1: Short expo... Full description

Libristo code: 01365738

122 b

50.43 €

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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.