| Description |
1 online resource (xvi, 211 pages) : illustrations |
| Series |
The information retrieval series ; volume 48 |
|
Information retrieval series ; 48.
|
| 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 |
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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 |
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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 |
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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 |
| Summary |
This book brings together the insights from three different areas, Information Seeking and Retrieval, Cognitive Psychology, and Behavioral Economics, and shows how this new interdisciplinary approach can advance our knowledge about users interacting with diverse search systems, especially their seemingly irrational decisions and anomalies that could not be predicted by most normative models |
| Bibliography |
Includes bibliographical references |
| Notes |
Description based on online resource; title from digital title page (viewed on March 31, 2023) |
| Subject |
Information retrieval -- Psychological aspects
|
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Cognitive psychology.
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Economics -- Psychological aspects.
|
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Cognitive psychology
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Economics -- Psychological aspects
|
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Information retrieval -- Psychological aspects
|
| Form |
Electronic book
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| ISBN |
3031232291 |
|
9783031232299 |
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