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A Concise Guide to Statistics

A Concise Guide to Statistics

Paperback

Series: Springerbriefs in Statistics

Medical ReferenceProbability & Statistics

ISBN10: 3642235018
ISBN13: 9783642235016
Publisher: Springer
Published: Sep 18 2011
Pages: 111
Weight: 0.42
Height: 0.27 Width: 6.14 Depth: 9.21
Language: English
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.

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Probability & Statistics