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Preface | |
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Data and Statistics | |
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Introduction | |
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Observations and Variables | |
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Types of Measurements for Variables | |
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Distributions | |
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Numerical Descriptive Statistics | |
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Exploratory Data Analysis | |
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Bivariate Data | |
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Populations, Samples, and Statistical Inference--A Preview | |
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Chapter Summary | |
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Chapter Exercises | |
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Probability and Sampling Distributions | |
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Introduction | |
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Probability | |
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Discrete Probability Distributions | |
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Continuous Probability Distributions | |
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Sampling Distributions | |
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Other Sampling Distributions | |
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Chapter Summary | |
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Chapter Exercises | |
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Principles of Inference | |
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Introduction | |
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Hypothesis Testing | |
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Estimation | |
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Sample Size | |
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Assumptions | |
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Chapter Summary | |
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Chapter Exercises | |
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Inferences on a Single Population | |
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Introduction | |
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Inferences on the Population Mean | |
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Inferences on a Proportion | |
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Inferences on the Variance of One Population | |
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Assumptions | |
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Chapter Summary | |
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Chapter Exercises | |
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Inferences for Two Populations | |
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Introduction | |
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Inferences on the Difference between Means Using Independent Samples | |
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Inferences on Variances | |
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Inferences on Means for Dependent Samples | |
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Inferences on Proportions | |
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Assumptions and Remedial Methods | |
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Chapter Summary | |
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Chapter Exercises | |
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Inferences for Two or More Means | |
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Introduction | |
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The Analysis of Variance | |
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The Linear Model | |
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Assumptions | |
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Specific Comparisons | |
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Random Models | |
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Unequal Sample Sizes | |
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Analysis of Means | |
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Chapter Summary | |
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Chapter Exercises | |
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Linear Regression | |
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Introduction | |
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The Regression Model | |
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Estimation of Parameters [beta subscript 0] and [beta subscript 1] | |
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Estimation of [sigma superscript 2] and the Partitioning of Sums of Squares | |
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Inferences for Regression | |
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Using the Computer | |
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Correlation | |
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Regression Diagnostics | |
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Chapter Summary | |
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Chapter Exercises | |
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Multiple Regression | |
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The Multiple Regression Model | |
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Estimation of Coefficients | |
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Inferential Procedures | |
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Correlations | |
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Using the Computer | |
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Special Models | |
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Multicollinearity | |
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Variable Selection | |
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Detection of Outliers, Row Diagnostics | |
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Chapter Summary | |
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Chapter Exercises | |
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Factorial Experiments | |
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Introduction | |
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Concepts and Definitions | |
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The Two-Factor Factorial Experiment | |
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Specific Comparisons | |
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No Replications | |
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Three or More Factors | |
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Chapter Summary | |
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Chapter Exercises | |
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Design of Experiments | |
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Introduction | |
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The Randomized Block Design | |
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Randomized Blocks with Sampling | |
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Latin Square Design | |
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Other Designs | |
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Chapter Summary | |
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Chapter Exercises | |
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Other Linear Models | |
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Introduction | |
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The Dummy Variable Model | |
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Unbalanced Data | |
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Computer Implementation of the Dummy Variable Model | |
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Models with Dummy and Interval Variables | |
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Extensions to Other Models | |
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Binary Response Variables | |
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Chapter Summary | |
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Chapter Exercises | |
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Categorical Data | |
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Introduction | |
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Hypothesis Tests for a Multinomial Population | |
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Goodness of Fit Using the x[superscript 2] Test | |
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Contingency Tables | |
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Log linear Model | |
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Chapter Summary | |
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Chapter Exercises | |
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Nonparametric Methods | |
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Introduction | |
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One Sample | |
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Two Independent Samples | |
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More Than Two Samples | |
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Randomized Block Design | |
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Rank Correlation | |
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Chapter Summary | |
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Chapter Exercises | |
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Sampling and Sample Surveys | |
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Introduction | |
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Some Practical Considerations | |
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Simple Random Sampling | |
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Stratified Sampling | |
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Other Topics | |
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Chapter Summary | |
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Appendix A | |
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The Normal Distribution--Probabilities Exceeding Z | |
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The t Distribution--Values of t Exceeded with Given Probability | |
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x[superscript 2] Distribution--x[superscript 2] Values Exceeded with Given Probability | |
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The F Distribution, p = 0.1 | |
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The F[subscript max] Distribution--Percentage Points of F[subscript max] = s[superscript 2 subscript max]/s[superscript 2 subscript min] | |
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Orthogonal Polynomials (Tables of Coefficients for Polynomial Trends) | |
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Percentage Points of the Studentized Range | |
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Percentage Points of the Duncan Multiple Range Test | |
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Critical Values for the Wilcoxon Signed Rank Test N = 5(1)50 | |
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The Mann-Whitney Two-Sample Test | |
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Exact Critical Values for Use with the Analysis of Means | |
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A Brief Introduction to Matrices | |
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Matrix Algebra | |
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Solving Linear Exercises | |
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References | |
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Solutions to Selected Exercises | |
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Index | |