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Table of Contents
Intro
Foreword
References
Preface
Contents
Acronyms
Part I: Foundation
Chapter 1: Introduction
1.1 Background
1.2 Book Structure
References
Chapter 2: Formally Modeling Users in Information Retrieval
2.1 Introduction
2.2 Basic Click Models
2.3 Advanced Click Models
2.4 Clicks and Examinations in Multi-query Search Sessions
2.5 Incorporating Users into Click Models
2.6 User Models and IR Evaluation Metrics
2.7 Summary
References
Chapter 3: From Rational Agent to Human with Bounded Rationality
3.1 Background
3.2 Gaps Between Biased Users and Formal User Models
3.3 Hidden Problems Behind Metric-Bias Gaps
3.4 Preliminary Bias-Aware Interactive User Modeling and Evaluation Framework
3.5 Summary
References
Part II: Beyond Rational Agents
Chapter 4: Bounded Rationality in Decision-Making Under Uncertainty
4.1 Background
4.2 Two Systems of Human Cognition: Which One Are We Using?
4.3 Reference Dependence
4.4 Loss Aversion, Endowment Effect, and Status Quo Bias
4.5 Expectation (Dis)confirmation Theory
4.6 Framing Effect, Confirmation Bias, and Anchoring Bias
4.7 Decoy Effect
4.8 Peak-End Rule, Recency Effect, and Remembered Utility
4.9 Other Biases and Heuristics in Decision-Making Under Uncertainty
4.10 Summary
References
Chapter 5: Back to the Fundamentals: Extend the Rational Assumptions
5.1 Introduction
5.2 Pre-search Stage
5.3 Within-Search Stage
5.4 Post-search Stage
5.5 Summary
References
Part III: Toward a Behavioral Economics Approach
Chapter 6: Behavioral Economics in IR
6.1 Introduction
6.2 From Rational Agents to Boundedly Rational Decision Makers
6.3 Pre-search Stage
6.4 Within-Search Stage
6.5 Post-search Stage
6.6 Behavioral Economics and Recommender Systems
6.7 Summary
References
Chapter 7: Implications and New Directions for IR Research and Practices
7.1 Background
7.2 Characterizing Bounded Rationality in IR
7.3 Development of Bias-Aware Interactive Search Systems
7.4 Bias in Multiple Forms and Modalities of Search Interactions
7.5 Bias-Aware Evaluation and FATE in IR
7.6 Summary
References
Chapter 8: Conclusion
References
Glossary
Foreword
References
Preface
Contents
Acronyms
Part I: Foundation
Chapter 1: Introduction
1.1 Background
1.2 Book Structure
References
Chapter 2: Formally Modeling Users in Information Retrieval
2.1 Introduction
2.2 Basic Click Models
2.3 Advanced Click Models
2.4 Clicks and Examinations in Multi-query Search Sessions
2.5 Incorporating Users into Click Models
2.6 User Models and IR Evaluation Metrics
2.7 Summary
References
Chapter 3: From Rational Agent to Human with Bounded Rationality
3.1 Background
3.2 Gaps Between Biased Users and Formal User Models
3.3 Hidden Problems Behind Metric-Bias Gaps
3.4 Preliminary Bias-Aware Interactive User Modeling and Evaluation Framework
3.5 Summary
References
Part II: Beyond Rational Agents
Chapter 4: Bounded Rationality in Decision-Making Under Uncertainty
4.1 Background
4.2 Two Systems of Human Cognition: Which One Are We Using?
4.3 Reference Dependence
4.4 Loss Aversion, Endowment Effect, and Status Quo Bias
4.5 Expectation (Dis)confirmation Theory
4.6 Framing Effect, Confirmation Bias, and Anchoring Bias
4.7 Decoy Effect
4.8 Peak-End Rule, Recency Effect, and Remembered Utility
4.9 Other Biases and Heuristics in Decision-Making Under Uncertainty
4.10 Summary
References
Chapter 5: Back to the Fundamentals: Extend the Rational Assumptions
5.1 Introduction
5.2 Pre-search Stage
5.3 Within-Search Stage
5.4 Post-search Stage
5.5 Summary
References
Part III: Toward a Behavioral Economics Approach
Chapter 6: Behavioral Economics in IR
6.1 Introduction
6.2 From Rational Agents to Boundedly Rational Decision Makers
6.3 Pre-search Stage
6.4 Within-Search Stage
6.5 Post-search Stage
6.6 Behavioral Economics and Recommender Systems
6.7 Summary
References
Chapter 7: Implications and New Directions for IR Research and Practices
7.1 Background
7.2 Characterizing Bounded Rationality in IR
7.3 Development of Bias-Aware Interactive Search Systems
7.4 Bias in Multiple Forms and Modalities of Search Interactions
7.5 Bias-Aware Evaluation and FATE in IR
7.6 Summary
References
Chapter 8: Conclusion
References
Glossary