Targeted Learning

Causal Inference for Observational and Experimental Data

Authors:

ISBN: 978-1-4419-9781-4 (Print) 978-1-4419-9782-1 (Online)

Table of contents (31 chapters)

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  1. Front Matter

    Pages i-lxxi

  2. Targeted Learning: The Basics

    1. Front Matter

      Pages 1-1

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      Book Chapter

      Pages 3-20

      The Open Problem

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      Book Chapter

      Pages 21-42

      Defining the Model and Parameter

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      Book Chapter

      Pages 43-66

      Super Learning

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      Book Chapter

      Pages 67-82

      Introduction to TMLE

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      Book Chapter

      Pages 83-100

      Understanding TMLE

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      Book Chapter

      Pages 101-118

      Why TMLE?

  3. Additional Core Topics

    1. Front Matter

      Pages 119-119

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      Book Chapter

      Pages 121-132

      Bounded Continuous Outcomes

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      Book Chapter

      Pages 133-143

      Direct Effects and Effect Among the Treated

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      Book Chapter

      Pages 145-160

      Marginal Structural Models

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      Book Chapter

      Pages 161-184

      Positivity

  4. TMLE and Parametric Regression in RCTs

    1. Front Matter

      Pages 185-185

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      Book Chapter

      Pages 187-199

      Robust Analysis of RCTs Using Generalized Linear Models

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      Book Chapter

      Pages 201-215

      Targeted ANCOVA Estimator in RCTs

  5. Case-Control Studies

    1. Front Matter

      Pages 217-217

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      Book Chapter

      Pages 219-228

      Independent Case-Control Studies

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      Book Chapter

      Pages 229-238

      Why Match? Matched Case-Control Studies

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      Book Chapter

      Pages 239-245

      Nested Case-Control Risk Score Prediction

  6. RCTs with Survival Outcomes

    1. Front Matter

      Pages 247-247

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      Book Chapter

      Pages 249-258

      Super Learning for Right-Censored Data

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      Book Chapter

      Pages 259-269

      RCTs with Time-to-Event Outcomes

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      Book Chapter

      Pages 271-298

      RCTs with Time-to-Event Outcomes and Effect Modification Parameters

  7. C-TMLE

    1. Front Matter

      Pages 299-299

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      Book Chapter

      Pages 301-321

      C-TMLE of an Additive Point Treatment Effect

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      Book Chapter

      Pages 323-342

      C-TMLE for Time-to-Event Outcomes

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