| Description |
1 online resource (xlix, 626 pages) |
| Series |
Springer series in statistics |
|
Springer series in statistics.
|
| Contents |
Models, Inference, and Truth -- The Open Problem -- Defining the Model and Parameter -- Super Learning -- Introduction to TMLE -- Understanding TMLE -- Why TMLE? -- Bounded Continuous Outcomes -- Direct Effects and Effect Among the Treated -- Marginal Structural Models -- Positivity -- Robust Analysis of RCTs Using Generalized Linear Models -- Targeted ANCOVA Estimator in RCTs -- Independent Case-Control Studies -- Why Match? Matched Case-Control Studies -- Nested Case-Control Risk Score Prediction -- Super Learning for Right-Censored Data -- RCTs with Time-to-Event Outcomes -- RCTs with Time-to-Event Outcomes and Effect Modification Parameters -- C-TMLE of an Additive Point Treatment Effect -- C-TMLE for Time-to-Event Outcomes -- Propensity-Score-Based Estimators and C-TMLE -- Targeted Methods for Biomarker Discovery -- Finding Quantitative Trait Loci Genes -- Case Study: Longitudinal HIV Cohort Data -- Probability of Success of an In Vitro Fertilization Program -- Individualized Antiretroviral Initiation Rules -- Cross-Validated Targeted Minimum-Loss-Based Estimation -- Targeted Bayesian Learning -- TMLE in Adaptive Group Sequential Covariate Adjusted RCTs -- Foundations of TMLE -- Introduction to R Code Implementation |
| Summary |
As the size of data sets grows ever larger, the need for valid statistical tools is greater than ever. This book introduces super learning and the targeted maximum likelihood estimator, and discusses complex data structures and related applied topics |
| Analysis |
statistiek |
|
statistics |
|
statistische analyse |
|
statistical analysis |
|
volksgezondheid |
|
public health |
|
geneeskunde |
|
medicine |
|
levenswetenschappen |
|
life sciences |
|
toegepaste statistiek |
|
applied statistics |
|
Statistics (General) |
|
Statistiek (algemeen) |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
Mathematical statistics.
|
|
Inference.
|
|
Inference
|
|
Mathematical statistics
|
|
Inferenzstatistik
|
|
Kausalität
|
|
Maschinelles Lernen
|
|
Datenanalyse
|
| Form |
Electronic book
|
| Author |
Rose, Sherri
|
| LC no. |
2011930854 |
| ISBN |
9781441997821 |
|
1441997822 |
|
9781441997814 |
|
1441997814 |
|
