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Drawing Statistical Conclusions | |
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Case Studies | |
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Statistical Inference and Study Design | |
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Measuring Uncertainty in Randomized Experiments | |
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Measuring Uncertainty in Observational Studies | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Answers to Conceptual Exercises | |
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Inference Using t-Distributions | |
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Case Studies | |
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One-Sample t-Tools and the Paired t-Test | |
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A t-Ratio for Two-sample Inference | |
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Inferences in a Two-Treatment Randomized Experiment | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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A Closer Look at Assumptions | |
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Case Studies | |
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Robustness of the Two-Sample t-Tools | |
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Resistance of the Two-Sample t-Tools | |
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Practical Strategies for the Two-Sample Problem | |
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Transformations of the Data | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Alternatives to the t-Tools | |
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Case Studies | |
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The Rank-Sum Test | |
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Other Alternatives for Two Independent Samples | |
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Alternatives for Paired Data | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Comparisons Among Several Samples | |
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Case Studies | |
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Comparing Any Two of the Several Means | |
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The One-Way Analysis of Variance F-Test | |
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More Applications of the Extra-Sum-of-Squares F-Test | |
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Robustness and Model Checking | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Linear Combinations and Multiple Comparisons of Means | |
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Case Studies | |
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Inferences About Linear Combinations of Group Means | |
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Simultaneous Inferences | |
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Some Multiple Comparison Procedures | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Simple Linear Regression: A Model for the Mean | |
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Case Studies | |
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The Simple Linear Regression Model | |
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Least Squares Regression Estimation | |
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Inferential Tools | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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A Closer Look at Assumptions for Simple Linear Regression | |
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Case Studies | |
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Robustness of Least Squares Inferences | |
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Graphical Tools for Model Assessment | |
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Interpretation After Log Transformations | |
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Assessment of Fit Using the Analysis of Variance | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Multiple Regression | |
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Case Studies | |
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Regression Coefficients | |
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Specially Constructed Explanatory Variables | |
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A Strategy for Data Analysis | |
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Graphical Methods for Data Exploration and Presentation | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Inferential Tools for Multiple Regression | |
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Case Studies | |
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Inferences About Regression Coefficients | |
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Extra-Sums-of-Squares F-Tests | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Model Checking and Refinement | |
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Case Studies | |
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Residual Plots | |
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A Strategy for Dealing with Influential Observations | |
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Case-Influence Statistics | |
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Refining the Model | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Strategies for Variable Selection | |
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Case Studies | |
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Specific Issues Relating to Many Explanatory Variables | |
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Sequential Variable Selection Techniques | |
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Model Selection Among All Subsets | |
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Posterior Beliefs About Different Models | |
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Analysis of the Sex Discrimination Data | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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The Analysis of Variance for Two-Way Classifications | |
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Case Studies | |
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Additive and Nonadditive Models for Two-Way Tables | |
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Analysis of the Seaweed Grazer Data | |
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Analysis of the Pygmalion Data | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Multifactor Studies Without Replication | |
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Case Studies | |
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Strategies for Analyzing Tables with One Observation per Cell | |
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Analysis of the Chimpanzee Learning Times Study | |
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Analysis of the Soybean Data | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Adjustment for Serial Correlation | |
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Case Studies | |
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Comparing the Means of Two Time Series | |
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Regression After Transformation in the AR(1) Model | |
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Determining if Serial Correlation is Present | |
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Diagnostic Procedures for Judging the Adequacy of the AR(1) Model | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Repeated Measures and Other Multivariate Responses | |
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Case Studies | |
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Tools and Strategies for Analyzing Repeated Measures | |
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Comparing the Means of Bivariate Responses in Two Groups | |
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One-Sample Analysis with Bivariate Responses | |
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Related Issues | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Exploratory Tools for Summarizing Multivariate Responses | |
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Case Studies | |
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Linear Combinations of Variables | |
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Principal Components Analysis | |
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Canonical Correlations Analysis | |
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Introduction to Other Multivariate Tools | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Comparisons of Proportions or Odds | |
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Case Studies | |
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Inferences for the Difference of Two Proportions | |
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Inference About the Ratio of Two Odds | |
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Inference from Retrospective Studies | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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More Tools for Tables of Counts | |
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Case Studies | |
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Population Models for 2 x 2 Tables of Counts | |
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The Chi-Squared Test | |
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Fisher's Exact Test: The Randomization (Permutation) Test for 2 x 2 Tables | |
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Combining Results from Several Tables with Equal Odds Ratios | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Logistic Regression for Binary Response Variables | |
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Case Studies | |
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The Logistic Regression Model | |
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Estimation of Logistic Regression Coefficients | |
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The Drop-In-Deviance Test | |
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Strategies for Data Analysis Using Logistic Regression | |
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| |
Analyses of Case Studies | |
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| |
| |
Related Issues | |
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| |
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Summary | |
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| |
Exercises | |
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| |
Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Logistic Regression for Binomial Counts | |
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Case Studies | |
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Logistic Regression for Binomial Responses | |
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Model Assessment | |
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Inferences about Logistic Regression Coefficients | |
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Extra-Binomial Variation | |
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| |
Analysis of Moth Predation Data | |
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| |
| |
Related Issues | |
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| |
Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Log-Linear Regression for Poisson Counts | |
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Case Studies | |
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Log-Linear Regression for Poisson Responses | |
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Model Assessment | |
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Inferences about Log-Linear Regression Coefficients | |
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Extra-Poisson Variation and the Log-Linear Model | |
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Related Issues | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Elements of Research Design | |
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Case Study | |
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Considerations in Forming Research Objectives | |
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Research Design Tool Kit | |
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Design Choices that Affect Accuracy and Precision | |
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Choosing a Sample Size | |
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Steps in Designing a Study | |
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Related Issue--A Factor of Four | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Study Designs for Discussion | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Factorial Treatment Arrangements and Blocking Designs | |
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Case Study | |
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Treatments | |
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Factorial Arrangement of Treatment Levels | |
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Blocking | |
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Summary | |
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Exercises | |
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Conceptual Exercises | |
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Computational Exercises | |
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Data Problems | |
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Answers to Conceptual Exercises | |
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Tables | |
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Probabilities of the Standard Normal Distribution | |
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Selected Percentiles of t-Distributions | |
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Selected Percentiles of Chi-Squared Distributions | |
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Selected Percentiles of F-Distributions | |
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Selected Percentiles of Studentized Range Distributions | |
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Bibliography | |
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Index | |