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Causal Inference in Pharmaceutical Statistics
Buch von Yixin Fang
Sprache: Englisch

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Beschreibung

Causal Inference in Pharmaceutical Statistics introduces the basic concepts and fundamental methods of causal inference relevant to pharmaceutical statistics. This book covers causal thinking for different types of commonly used study designs in the pharmaceutical industry.

Causal Inference in Pharmaceutical Statistics introduces the basic concepts and fundamental methods of causal inference relevant to pharmaceutical statistics. This book covers causal thinking for different types of commonly used study designs in the pharmaceutical industry.

Über den Autor

Yixin Fang, Ph.D. is Director of Statistics and Research Fellow at AbbVie Inc. He obtained his Ph.D. in Statistics from Columbia University and is an experienced statistician and data scientist who has a history of working in both the biopharmaceutical industry and academia.

Inhaltsverzeichnis

Preface

1. Introduction

2. Randomized Controlled Clinical Trials

3. Missing Data Handling

4. Intercurrent Events Handling

5. Longitudinal Studies

6. Real-World Evidence Studies

7. The Art of Estimation (I): M-estimation

8. The Art of Estimation (II): TMLE

9. The Art of Estimation (III): LTMLE

10. Sensitivity Analysis

11. A Roadmap for Causal Inference

12. Applications of the Roadmap

Bibliography

Details
Erscheinungsjahr: 2024
Fachbereich: Allgemeine Lexika
Genre: Medizin
Rubrik: Wissenschaften
Medium: Buch
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9781032560144
ISBN-10: 1032560142
Sprache: Englisch
Einband: Gebunden
Autor: Fang, Yixin
Hersteller: Taylor & Francis Ltd
Maße: 238 x 158 x 19 mm
Von/Mit: Yixin Fang
Erscheinungsdatum: 24.06.2024
Gewicht: 0,526 kg
Artikel-ID: 128614518
Über den Autor

Yixin Fang, Ph.D. is Director of Statistics and Research Fellow at AbbVie Inc. He obtained his Ph.D. in Statistics from Columbia University and is an experienced statistician and data scientist who has a history of working in both the biopharmaceutical industry and academia.

Inhaltsverzeichnis

Preface

1. Introduction

2. Randomized Controlled Clinical Trials

3. Missing Data Handling

4. Intercurrent Events Handling

5. Longitudinal Studies

6. Real-World Evidence Studies

7. The Art of Estimation (I): M-estimation

8. The Art of Estimation (II): TMLE

9. The Art of Estimation (III): LTMLE

10. Sensitivity Analysis

11. A Roadmap for Causal Inference

12. Applications of the Roadmap

Bibliography

Details
Erscheinungsjahr: 2024
Fachbereich: Allgemeine Lexika
Genre: Medizin
Rubrik: Wissenschaften
Medium: Buch
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9781032560144
ISBN-10: 1032560142
Sprache: Englisch
Einband: Gebunden
Autor: Fang, Yixin
Hersteller: Taylor & Francis Ltd
Maße: 238 x 158 x 19 mm
Von/Mit: Yixin Fang
Erscheinungsdatum: 24.06.2024
Gewicht: 0,526 kg
Artikel-ID: 128614518
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