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Social intelligence : the new frontier of integrating human intelligence and artificial intelligence in social space / Dong Wang, Lanyu Shang, Yang Zhang.
- Format:
- Book
- Author/Creator:
- Wang, Dong, author.
- Shang, Lanyu, author.
- Zhang, Yang, author.
- Language:
- English
- Subjects (All):
- Artificial intelligence--Social aspects.
- Artificial intelligence.
- Human-computer interaction.
- Physical Description:
- 1 online resource (xxii, 292 pages) : illustrations (some color)
- Place of Publication:
- Cham : Springer, 2025.
- Contents:
- Chapter 1: Introduction
- 1.1 Overview
- 1.2 Motivation and Challenges
- 1.3 Contributions
- Chapter 2: Social Intelligence Applications and Backgrounds
- 2.1 Social Intelligence: the emergence of human intelligence and AI
- 2.2 Enabling Technologies for Social Intelligence
- 2.3 Interdisciplinary Nature of Social Intelligence
- 2.4 Emerging Social Intelligence Applications
- Chapter 3: Data Heterogeneity
- 3.1 The Data Heterogeneity Problem in Social Intelligence
- 3.2 A Multimodal Approach: DuoGen and ContrastFaux
- 3.4 Real-world Case Studies
- 3.5 Discussion
- Chapter 4: Data Sparsity and Model Generality
- 4.1 The Data Sparsity and Model Generality Problem in Social Intelligence
- 4.2 Robust and General Social Intelligence: CrowdAdapt and CollabGeneral
- 4.3 Real-world Case Studies
- 4.4 Discussion
- Chapter 5: Explainable AI (XAI) in Social Intelligence
- 4.1 A Collaborative Explanation for AI
- 4.2 Social XAI: CrowdGraph and CEA-COVID
- Chapter 6: Fusing Crowd Wisdom and AI
- 6.1 Integrating Crowd-based Human Intelligence and AI
- 6.2 A Crowd-AI Co-Design: CrowdNAS and CrowdHPO
- 6.4 Real-world Case Studies
- 6.5 Discussion
- Chapter 7: Fairness and Bias Issue
- 7.1 The Fairness and Bias Issue in Social Intelligence
- 7.2 Fair Social AI Solution: FairCrowd and DebiasEdu
- 7.3 Real-world Case Studies
- 7.4 Discussion
- Chapter 8: Privacy Issue
- 8.1 Understanding Privacy in Social Intelligence
- 8.2 Privacy-aware Crowd-AI Approach: CoviDKG and FaceCrowd
- 8.3 Real-world Case Studies
- 8.4 Discussion
- Chapter 9: Further Readings
- 9.1 Human-centered AI
- 9.2 AI for Social Good
- 9.3 Fairness and Privacy in Social Intelligence
- 9.4 Ethics and Policies in Social Intelligence
- Chapter 10: Conclusions and Remaining Challenges.
- Notes:
- Includes bibliographical references and index.
- Electronic reproduction. Ipswich, MA Available via World Wide Web.
- Online resource; title from PDF title page (SpringerLink, viewed July 23, 2025).
- Other Format:
- Print version: Wang, Dong Social Intelligence
- ISBN:
- 9783031900808
- 3031900804
- Publisher Number:
- 90102324356
- Access Restriction:
- Restricted for use by site license.
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