Extracting, mining and predicting users' interests from social media

This monograph is a valuable resource for those who have familiarity with social media mining and the basics of information retrieval (IR) techniques.

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Bibliographische Detailangaben
1. Verfasser: Zarrinkalam, Fattane (VerfasserIn)
Weitere Verfasser: Faralli, Stefano (MitwirkendeR), Piao, Guangyuan (MitwirkendeR), Bagheri, Ebrahim (MitwirkendeR)
Format: UnknownFormat
Sprache:eng
Veröffentlicht: Boston Now 2020
Schriftenreihe:Foundations and trends in information retrieval 14:5
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Beschreibung
Zusammenfassung:This monograph is a valuable resource for those who have familiarity with social media mining and the basics of information retrieval (IR) techniques.
Intro -- Introduction -- Definitions -- Related Review Papers -- Related Research Areas -- Foundations of Social User Interest Modeling -- Information Sources -- User Interest Representation Unit -- Temporal User Interest Modeling -- Semantics-Enabled User Interest Profile Representation -- Cross-System User Interest Modeling -- User Interest Modeling Approaches -- Explicit User Interest Detection -- Implicit User Interest Mining -- Future User Interest Prediction -- Evaluation of User Interest Models -- Evaluation Methodologies -- Benchmark Datasets -- Evaluation Metrics -- Summary and Discussion -- Applications of User Interest Models -- Applications on Social Media Platforms -- Third-Party Applications -- Other Applications -- Integration of Social Media and Third-Party Applications -- Open Challenges and Future Directions -- Semantics -- Cross-System Models -- Dynamicity -- Comprehensiveness -- Explainability -- Reproducibility -- Appendices -- Glossary -- Acronyms -- References.
Beschreibung:177 Seiten
ISBN:9781680837384
978-1-68083-738-4