A behavioral economics approach to interactive information retrieval: understanding and supporting boundedly rational users
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer
[2023]
|
| Schriftenreihe: | The Information Retrieval Series
volume 48 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | xvi, 211 Seiten Illustrationen, Diagramme |
| ISBN: | 9783031232282 |
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Contents Part I Foundation 1 Introduction. 1.1 Background. 1.2 Book Structure. References. 3 3 14 18 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. 23 23 25 32 38 42 47 57 58 3 From Rational Agent to Human with Bounded Rationality. 3.1 Background. 3.2 Gaps Between Biased Users and Formal UserModels. 3.3
Hidden Problems Behind Metric-Bias Gaps. 3.4 Preliminary Bias-Aware Interactive User Modeling and Evaluation Framework. 3.5 Summary. References. 65 65 66 74 Part II 4 80 83 84 Beyond Rational Agents Bounded Rationality in Decision-Making Under Uncertainty. 4.1 Background. 4.2 Two Systems of Human Cognition: Which One Are We Using?. 95 93 93 xiii
XIV Contents Reference Dependence. Loss Aversion, Endowment Effect, and Status Quo Bias. Expectation (Dis)confirmation Theory. Framing Effect, Confirmation Bias, and Anchoring Bias. Decoy Effect. Peak-End Rule, Recency Effect, and Remembered Utility. Other Biases and Heuristics in Decision-Making Under Uncertainty. 122 4.10 Summary. References. 100 103 109 Ill 117 119 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. 131 131 132 136 144 147 148 4.3 4.4 4.5
4.6 4.7 4.8 4.9 123 124 Part III Toward a Behavioral Economics Approach 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. 155 155 157 159 164 172 174 175 176 7 Implications and NewDirections for IR Research and Practices . 181 7.1 Background. 181 7.2 Characterizing Bounded Rationality in IR. 182 7.3 Development of Bias-Aware Interactive Search Systems. 186 7.4 Bias in Multiple Forms and Modalities of Search Interactions. . . 192 7.5 Bias-Aware Evaluation and FATE in IR. 194 7.6
Summary. 197 References. 197 8 Conclusion. References. 203 206 Glossary. 209 |
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| spelling | Liu, Jiqun Verfasser aut A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users Jiqun Liu Cham Springer [2023] xvi, 211 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier The Information Retrieval Series volume 48 Information Storage and Retrieval Behavioral Economics User Interfaces and Human Computer Interaction Cognitive Psychology Information storage and retrieval systems Economics—Psychological aspects User interfaces (Computer systems) Human-computer interaction Cognitive psychology Interaktion (DE-588)4027266-7 gnd rswk-swf Benutzer (DE-588)4138534-2 gnd rswk-swf Datenmodellierung (DE-588)1271364182 gnd rswk-swf Informationssystem (DE-588)4072806-7 gnd rswk-swf Verhaltensökonomie (DE-588)7751254-6 gnd rswk-swf Gesundheitsinformationssystem (DE-588)4113742-5 gnd rswk-swf Kognitive Psychologie (DE-588)4073586-2 gnd rswk-swf Gesundheitsinformationssystem (DE-588)4113742-5 s Verhaltensökonomie (DE-588)7751254-6 s Kognitive Psychologie (DE-588)4073586-2 s Informationssystem (DE-588)4072806-7 s Benutzer (DE-588)4138534-2 s Interaktion (DE-588)4027266-7 s Datenmodellierung (DE-588)1271364182 s DE-604 Äquivalent Druck-Ausgabe, Paperback 978-3-031-23231-2 Erscheint auch als Online-Ausgabe 978-3-031-23229-9 The Information Retrieval Series volume 48 (DE-604)BV024629453 48 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034159830&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Liu, Jiqun A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users The Information Retrieval Series Information Storage and Retrieval Behavioral Economics User Interfaces and Human Computer Interaction Cognitive Psychology Information storage and retrieval systems Economics—Psychological aspects User interfaces (Computer systems) Human-computer interaction Cognitive psychology Interaktion (DE-588)4027266-7 gnd Benutzer (DE-588)4138534-2 gnd Datenmodellierung (DE-588)1271364182 gnd Informationssystem (DE-588)4072806-7 gnd Verhaltensökonomie (DE-588)7751254-6 gnd Gesundheitsinformationssystem (DE-588)4113742-5 gnd Kognitive Psychologie (DE-588)4073586-2 gnd |
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| title | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users |
| title_auth | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users |
| title_exact_search | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users |
| title_exact_search_txtP | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users |
| title_full | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users Jiqun Liu |
| title_fullStr | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users Jiqun Liu |
| title_full_unstemmed | A behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users Jiqun Liu |
| title_short | A behavioral economics approach to interactive information retrieval |
| title_sort | a behavioral economics approach to interactive information retrieval understanding and supporting boundedly rational users |
| title_sub | understanding and supporting boundedly rational users |
| topic | Information Storage and Retrieval Behavioral Economics User Interfaces and Human Computer Interaction Cognitive Psychology Information storage and retrieval systems Economics—Psychological aspects User interfaces (Computer systems) Human-computer interaction Cognitive psychology Interaktion (DE-588)4027266-7 gnd Benutzer (DE-588)4138534-2 gnd Datenmodellierung (DE-588)1271364182 gnd Informationssystem (DE-588)4072806-7 gnd Verhaltensökonomie (DE-588)7751254-6 gnd Gesundheitsinformationssystem (DE-588)4113742-5 gnd Kognitive Psychologie (DE-588)4073586-2 gnd |
| topic_facet | Information Storage and Retrieval Behavioral Economics User Interfaces and Human Computer Interaction Cognitive Psychology Information storage and retrieval systems Economics—Psychological aspects User interfaces (Computer systems) Human-computer interaction Cognitive psychology Interaktion Benutzer Datenmodellierung Informationssystem Verhaltensökonomie Gesundheitsinformationssystem Kognitive Psychologie |
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