Multiple Imputation in Practice with Examples using IVEware

Description

Contents......Page 3 Preface......Page 8 Denition of a Missing Value......Page 12 Patterns of Missing Data......Page 13 Missing Data Mechanisms......Page 14 What is Imputation?......Page 16 General Framework for Imputation......Page 20 Sequential Regression Multivariate Imputation (SRMI)......Page 21 How Many Iterations?......Page 23 A Technical Issue......Page 24 Three-variable Example......Page 25 Complex Sample Surveys......Page 30 Imputation Diagnostics......Page 31 Should We Impute or Not?......Page 33 Is Imputation Making Up Data?......Page 34 Multiple Imputation Analysis......Page 35 Multiple Imputation Theory......Page 37 Number of Imputations......Page 40 Additional Reading......Page 41 Introduction......Page 44 Imputation Task......Page 46 Descriptive Analysis......Page 49 Practical Considerations......Page 52 Exercises......Page 53 Introduction......Page 56 Complete Data Inference......Page 57 Comparing Blocks of Variables......Page 59 Model Diagnostics......Page 60 Multiple Imputation Analysis......Page 61 Example......Page 63 Additional Reading......Page 69 Exercises......Page 70 Introduction......Page 73 Multiple Imputation Analysis......Page 74 Additional Reading......Page 83 Exercises......Page 84 Contingency Table Analysis......Page 88 Log-linear Models......Page 89 Three-way Contingency Table......Page 91 Two-way Contingency Table......Page 92 Three-way Contingency Table......Page 97 Additional Reading......Page 104 Exercises......Page 105 Introduction......Page 108 Multiple Imputation Analysis......Page 109 Additional Reading......Page 115 Exercises......Page 116 Introduction......Page 119 Example......Page 121 Multiple Imputation Analysis......Page 123 Exercises......Page 125 Introduction......Page 128 Example 1: Binary Outcome......Page 130 Example 2: Continuous Outcome......Page 133 Example 3: A Case Study......Page 138 Discussion......Page 151 Additional Reading......Page 152 Exercises......Page 153 Introduction......Page 156 Example......Page 158 Exercises......Page 168 Introduction......Page 170 Pattern-Mixture Model......Page 171 Examples......Page 173 Additional Reading......Page 183 Exercises......Page 184 Imputing Scores......Page 187 Imputation and Analysis Models......Page 188 Running Simulations Using......Page 190 Congeniality and Multiple Imputations......Page 195 Combining Bayesian Inferences......Page 198 Imputing Interactions......Page 204 Final Thoughts......Page 209 Additional Reading......Page 210 Exercises......Page 211 A.1 St. Louis Risk Research Project......Page 213 A.2 Primary Biliary Cirrhosis Data Set......Page 214 A.3 Opioid Detoxication Data Set......Page 217 A.5 National Comorbidity Survey Replication (NCS-R)......Page 218 A.6 National Health and Nutrition Examination Survey, -2012 (NHANES 2011-2012)......Page 220 A.7 Health and Retirement Study, 2012 (HRS 2012)......Page 225 A.8 Case Control Data for Omega-3 Fatty Acids and Primary Cardiac Arrest......Page 226 A.9 National Merit Twin Study......Page 229 A.11 Outline of Analysis Examples and Data Sets......Page 230 IVEware......Page 233 Biblio......Page 239 Index......Page 252