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A Behavioral Economics Approach to Interactive Information Retrieval : Understanding and Supporting Boundedly Rational Users / / Jiqun Liu
A Behavioral Economics Approach to Interactive Information Retrieval : Understanding and Supporting Boundedly Rational Users / / Jiqun Liu
Autore Liu Jiqun
Edizione [1st ed. 2023.]
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2023]
Descrizione fisica 1 online resource (220 pages)
Disciplina 153
Collana The Information Retrieval Series
Soggetto topico Cognitive psychology
Economics - Psychological aspects
ISBN 9783031232299
9783031232282
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto 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.
Record Nr. UNISA-996547955503316
Liu Jiqun  
Cham, Switzerland : , : Springer, , [2023]
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
A Behavioral Economics Approach to Interactive Information Retrieval : Understanding and Supporting Boundedly Rational Users / / by Jiqun Liu
A Behavioral Economics Approach to Interactive Information Retrieval : Understanding and Supporting Boundedly Rational Users / / by Jiqun Liu
Autore Liu Jiqun
Edizione [1st ed. 2023.]
Pubbl/distr/stampa Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023
Descrizione fisica 1 online resource (220 pages)
Disciplina 153
025.524
Collana The Information Retrieval Series
Soggetto topico Information storage and retrieval systems
Economics - Psychological aspects
User interfaces (Computer systems)
Human-computer interaction
Cognitive psychology
Information Storage and Retrieval
Behavioral Economics
User Interfaces and Human Computer Interaction
Cognitive Psychology
ISBN 9783031232299
9783031232282
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto 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.
Record Nr. UNINA-9910672442103321
Liu Jiqun  
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui