Institute of Computing Technology, Chinese Academy IR
Crowd intelligence in AI 2.0 era | |
Li, Wei1; Wu, Wen-jun1; Wang, Huai-min2; Cheng, Xue-qi3; Chen, Hua-jun4; Zhou, Zhi-hua5; Ding, Rong1 | |
2017 | |
发表期刊 | FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING |
ISSN | 2095-9184 |
卷号 | 18期号:1页码:15-43 |
摘要 | The Internet based cyber-physical world has profoundly changed the information environment for the development of artificial intelligence (AI), bringing a new wave of AI research and promoting it into the new era of AI 2.0. As one of the most prominent characteristics of research in AI 2.0 era, crowd intelligence has attracted much attention from both industry and research communities. Specifically, crowd intelligence provides a novel problem-solving paradigm through gathering the intelligence of crowds to address challenges. In particular, due to the rapid development of the sharing economy, crowd intelligence not only becomes a new approach to solving scientific challenges, but has also been integrated into all kinds of application scenarios in daily life, e.g., online-to-offline (O2O) application, real-time traffic monitoring, and logistics management. In this paper, we survey existing studies of crowd intelligence. First, we describe the concept of crowd intelligence, and explain its relationship to the existing related concepts, e.g., crowdsourcing and human computation. Then, we introduce four categories of representative crowd intelligence platforms. We summarize three core research problems and the state-of-the-art techniques of crowd intelligence. Finally, we discuss promising future research directions of crowd intelligence. |
关键词 | Crowd intelligence Artificial intelligence 2.0 Crowdsourcing Human computation |
DOI | 10.1631/FITEE.1601859 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[61532004] |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Information Systems ; Computer Science, Software Engineering ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000394541200003 |
出版者 | ZHEJIANG UNIV |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/7438 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Wu, Wen-jun |
作者单位 | 1.Beihang Univ, State Key Lab Software Dev, Beijing 100191, Peoples R China 2.Natl Univ Def Technol, Coll Comp, Natl Lab Parallel & Distributed Proc, Changsha 410073, Hunan, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 4.Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou 310027, Zhejiang, Peoples R China 5.Nanjing Univ, Natl Key Lab Novel Software Technol, Nanjing 210023, Jiangsu, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Wei,Wu, Wen-jun,Wang, Huai-min,et al. Crowd intelligence in AI 2.0 era[J]. FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING,2017,18(1):15-43. |
APA | Li, Wei.,Wu, Wen-jun.,Wang, Huai-min.,Cheng, Xue-qi.,Chen, Hua-jun.,...&Ding, Rong.(2017).Crowd intelligence in AI 2.0 era.FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING,18(1),15-43. |
MLA | Li, Wei,et al."Crowd intelligence in AI 2.0 era".FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING 18.1(2017):15-43. |
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