Author | Heiberger, Richard M. author |
---|---|
Title | Statistical Analysis and Data Display [electronic resource] : An Intermediate Course with Examples in S-Plus, R, and SAS / by Richard M. Heiberger, Burt Holland |
Imprint | New York, NY : Springer New York : Imprint: Springer, 2004 |
Connect to | http://dx.doi.org/10.1007/978-1-4757-4284-8 |
Descript | XXIV, 730 p. online resource |
1 Introduction and Motivation -- 2 Data and Statistics -- 3 Statistics Concepts -- 4 Graphs -- 5 Introductory Inference -- 6 One-Way Analysis of Variance -- 7 Multiple Comparisons -- 8 Linear Regression by Least Squares -- 9 Multiple RegressionโMore Than One Predictor -- 10 Multiple RegressionโDummy Variables and Contrasts -- 11 Multiple RegressionโRegression Diagnostics -- 12 Two-Way Analysis of Variance -- 13 Design of ExperimentsโFactorial Designs -- 14 Design of ExperimentsโComplex Designs -- 15 Bivariate StatisticsโDiscrete Data -- 16 Nonparametrics -- 17 Logistic Regression -- 18 Time Series Analysis -- A Software -- A.1 Statistical Software -- A.2 Text Editing Software -- A.2.1 Emacs -- A.2.2 Microsoft Word -- A.3 Word Processing Software -- A.3.2 Microsoft Word -- A.4 Graphics Display Software -- A.5 Operating Systems -- A.6 Mathematical Fonts -- A.7 Directory Structure -- A.7.1 HOME Directory -- A.7.2 HH Book Online Files -- B.1 Create Your Working Directory and Make the HH Library Available -- B.1.3 Windows and R -- B.1.6 Unix and R -- B.4 HH Library Functions -- B.5 Learning the S Language -- B.6 S Language Style -- C SAS -- C.1 Make the HH Library Available -- C.1.1 Windows -- C.1.2 Unix -- C.2 Using SAS with HH -- C.2.1 Reading HH Datasets -- C.2.2 Any Other Data Files -- C.2.3 ASCII Data Files with TAB Characters -- C.2.4 Windows and Unix EOL (End-of-Line) Conventions -- C.3 Macros -- C.4 Learning the SAS Language -- C.5 SAS Coding Conventions -- D Probability Distributions -- D.1.1 An Example Involving Calculations with the Binomial Distribution -- D.2 Noncentral Probability Distributions -- E Editors -- E.1 Working Style -- E.2 Typography -- E.3 Emacs and ESS -- E.3.1 ESS -- E.3.2 Mouse and Keyboard -- E.3.3 Learning Emacs -- E.3.4 Requirements -- E.4 Microsoft Word -- E.4.1 Learning Word -- E.4.2 Requirements 6 -- E.5 Microsoft Excel -- E.5.1 Database Management -- E.5.2 Organizing Calculations -- E.5.3 Excel as a Statistical Calculator -- E.6 Exhortations, Some of Which Are Writing Style -- E.6.1 Writing Style -- E.6.2 Programming Style and Common Errors -- E.6.3 Presentation of Results -- F Mathematics Preliminaries -- F.1 Algebra Review -- F.2 Elementary Differential Calculus -- F.3 An Application of Differential Calculus -- F.4 Topics in Matrix Algebra -- F.4.1 Elementary Operations -- F.4.2 Linear Independence -- F.4.3 Rank -- F.4.4 Quadratic Forms -- F.4.5 Orthogonal Transformations -- F.4.6 Orthogonal Basis -- F.4.8 Matrix FactorizationโCholesky -- F.4.9 Orthogonal Polynomials -- F.4.10 Projection Matrices -- F.4.11 Geometry ot Mlatrices -- F.4.12 Eigenvalues and Eigenvectors -- F.4.13 Singular Value Decomposition -- F.4.14 Generalized Inverse -- F.4.15 Solving Linear Equations -- F.5 Combinations and Permutations -- F.5.1 Factorial -- F.5.2 Permutations -- F.5.3 Combinations -- F.6 Exercises -- G Graphs Based on Cartesian Products -- G.1 Structured Sets of Graphs -- G.1.1 Cartesian Products -- G.1.2 Trellis Paradigm -- G.2 Scatterplot Matrices: splom and xysplom -- G.3 Cartesian Products of Sets of Functions -- G.4 Graphs Requiring Multiple Calls to xysplom -- G.5 Asymmetric Roles for the Row and Column Sets -- G.6 Rotated Plots -- G.7 Squared Residual Plots -- G.8 Alternate Presentations -- References -- List of Datasets