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· 분류 : 외국도서 > 과학/수학/생태 > 수학 > 확률과 통계 > 일반
· ISBN : 9781441997814
· 쪽수 : 628쪽
· 출판일 : 2011-06-29
목차
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 Structures.- Randomized Controlled Trials with Time-to-Event Outcomes.- RCTs with Time-to-Event Outcomes and Effect Modification Parameters.- Case study: Longitudinal HIV Cohort Data.- Probability of Success of an In Virto Fertilization Program.- Individualized Antiretroviral Initiation Rules.- 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.- Cross-Validated Targeted Minimum Loss Based Estimation.- TMLE in Adaptive Group Sequential Covariate Adjusted RCTs.- Targeted Bayseian Learning.- Foundations of TMLE.- Introduction to R Code Implementation.-