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Introduction A Sample Controversy | |
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Requirements of a Good Sample | |
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Selection Bias | |
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Measurement Bias | |
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Questionnaire Design | |
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Sampling and Nonsampling Errors | |
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Exercises | |
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Simple Probability Samples Types of Probability Samples | |
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Framework for Probability Sampling | |
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Simple Random Sampling | |
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Confidence Intervals | |
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Sample Size Estimation | |
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Systematic Sampling | |
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Randomization Theory Results for Simple Random Sampling | |
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A Model for Simple Random Sampling | |
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When Should a Simple Random Sample Be Used? | |
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Exercises | |
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Ratio and Regression Estimation Ratio Estimation | |
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Regression Estimation | |
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Estimation in Domains | |
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Models for Ration and Regression Estimation | |
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Comparison | |
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Exercises | |
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Stratified Sampling What is Stratified Sampling? | |
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Theory of Stratified Sampling | |
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Sampling Weights | |
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Allocating Observations to Strata | |
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Defining Strata | |
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A Model for Stratified Sampling | |
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Poststratification | |
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Quota Sampling | |
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Exercises | |
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Cluster Sampling with Equal Probabilities Notation for Cluster Sampling | |
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One-Stage Cluster Sampling | |
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Two-Stage Cluster Sampling | |
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Using Weights in Cluster Samples | |
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Designing a Cluster Sample | |
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Systematic Sampling | |
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Models for Cluster Sampling | |
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Summary Exercises | |
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Sampling with Unequal Probabilities Sampling One Primary Sampling Unit | |
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One-Stage Sampling with Replacement | |
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Two-Stage Sampling with Replacement | |
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Unequal-Probability Sampling Without Replacement | |
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Examples of Unequal-Probability Samples | |
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Randomization Theory Results and Proofs | |
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Models and Unequal-Probability Sampling | |
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Complex Surveys Assembling Design Components | |
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Sampling Weights | |
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Estimating a Distribution Function | |
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Plotting Data from a Complex Survey | |
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Design Effects | |
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The National Crime Victimization Survey | |
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Sampling and Experiment Design | |
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Exercises | |
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Nonresponse Effects of Ignoring Nonresponse | |
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Designing Surveys to Reduce Nonsampling Errors | |
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Callbacks and Two-Phase Sampling | |
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Mechanisms for Nonresponse | |
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Weighting Methods for Nonresponse | |
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Imputation | |
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Parametric Models for Nonresponse | |
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What is An Acceptable Response Rate? | |
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Exercises | |
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Variance Estimation in Complex Surveys Linearization (Taylor Series) Methods | |
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Random Group Methods | |
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Resampling and Replication Methods | |
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Generalized Variance Functions | |
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Confidence Intervals | |
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Summary and Software | |
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Exercises | |
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Categorical Data Analysis in Complex Surveys Chi-square Tests with Multinomial Sampling | |
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Effects of Survey Design on Chi-Square Tests | |
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Corrections to Chi-Square Tests | |
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Loglinear Models | |
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Exercises | |
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Regression with Complex Survey Data Model-based Regression in Simple Random Samples | |
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Regression in Complex Surveys | |
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Should Weights be Used in Regression? | |
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Mixed Models for Cluster Samples | |
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Logistic Regression | |
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Generalized Regression Estimation for Population Totals | |
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Exercises | |
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Other Topics in Sampling Two-Phase Sampling | |
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Capture-Recapture Estimation | |
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Estimation in Domains, Revisited | |
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Sampling for Rare Events | |
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Randomized Response | |
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The Survey Program | |
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Probability Concepts Used in Sampling | |
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Probability | |
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Random Variables and Expected Value | |
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Conditional Probability | |
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Conditional Expectation | |
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Data Sets | |
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Computer Codes Used for Examples | |
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Statistical Table | |
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References | |
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Author Index | |
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Subject Index | |