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Index
Title Page
Copyright
Dedication
Preface
INTRODUCTION Mind over Data
CHAPTER 1 The Ladder of Causation
CHAPTER 2 From Buccaneers to Guinea Pigs: The Genesis of Causal Inference
CHAPTER 3 From Evidence to Causes: Reverend Bayes Meets Mr. Holmes
CHAPTER 4 Confounding and Deconfounding: Or, Slaying the Lurking Variable
CHAPTER 5 The Smoke-Filled Debate: Clearing the Air
CHAPTER 6 Paradoxes Galore!
CHAPTER 7 Beyond Adjustment: The Conquest of Mount Intervention
CHAPTER 8 Counterfactuals: Mining Worlds That Could Have Been
CHAPTER 9 Mediation: The Search for a Mechanism
CHAPTER 10 Big Data, Artificial Intelligence, and the Big Questions
Acknowledgments
About the Authors
Also by Judea Pearl
Notes
Bibliography
Index
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