Author : Hans-Michael Kaltenbach
Publisher : Springer Science & Business Media
ISBN 13 : 3642235026
Total Pages : 118 pages
Book Rating : 4.6/5 (422 download)
Book Synopsis A Concise Guide to Statistics by : Hans-Michael Kaltenbach
Download or read book A Concise Guide to Statistics written by Hans-Michael Kaltenbach and published by Springer Science & Business Media. This book was released on 2011-09-18 with total page 118 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.