Hybrid Crowdsensing: A Novel Paradigm to Combine the Strengths of Opportunistic and Participatory Crowdsensing

被引:30
作者
Avvenuti, Marco [1 ]
Bellomo, Salvatore [2 ]
Cresci, Stefano [1 ,2 ]
La Polla, Mariantonietta N. [2 ]
Tesconi, Maurizio [2 ]
机构
[1] Univ Pisa, Dept Informat Engn, Pisa, Italy
[2] CNR, Inst Informat & Telemat, Ottawa, ON, Canada
来源
WWW'17 COMPANION: PROCEEDINGS OF THE 26TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB | 2017年
关键词
Crowdsensing; collective intelligence; online question answering; Twitter;
D O I
10.1145/3041021.3051155
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Crowdsensing systems can be either participatory or opportunistic, depending on whether the user intentionally contributes data, or she simply acts as the bearer of a sensing device from which data is transparently collected. In this paper, we propose hybrid crowdsensing, a social media-based paradigm which aims at combining the strengths of both participatory and opportunistic crowdsensing. With hybrid crowdsensing, possibly relevant data is collected via an opportunistic approach. Then, users that spontaneously contributed are directly contacted and asked to provide additional information following a participatory approach. To demonstrate its feasibility and usefulness, we experimented the proposed paradigm for involving Twitter users in an emergency relief scenario. For each of the two real-world experiments we analyze the answer ratio to our questions, their time distribution, and responders' willingness to collaborate. Results support the adoption of hybrid crowdsensing, especially in those practical scenarios where users are emotionally involved.
引用
收藏
页码:1413 / 1421
页数:9
相关论文
共 33 条
[1]  
Aggarwal CharuC., 2013, MANAGING MINING SENS, P237, DOI [DOI 10.1007/978-1-4614-6309-2_9, 10.1007/978-1-4614-6309-2_9]
[2]  
[Anonymous], 2010, Social Engineering: The Art of Human Hacking
[3]  
Avvenuti M., PERCOM 14 WORKSH
[4]  
Avvenuti M., KDD 14
[5]   Predictability or Early Warning: Using Social Media in Modern Emergency Response [J].
Avvenuti, Marco ;
Cresci, Stefano ;
Marchetti, Andrea ;
Meletti, Carlo ;
Tesconi, Maurizio .
IEEE INTERNET COMPUTING, 2016, 20 (06) :4-6
[6]   Impromptu Crisis Mapping to Prioritize Emergency Response [J].
Avvenuti, Marco ;
Cresci, Stefano ;
Del Vigna, Fabio ;
Tesconi, Maurizio .
COMPUTER, 2016, 49 (05) :28-37
[7]   A framework for detecting unfolding emergencies using humans as sensors [J].
Avvenuti, Marco ;
Cimino, Mario G. C. A. ;
Cresci, Stefano ;
Marchetti, Andrea ;
Tesconi, Maurizio .
SPRINGERPLUS, 2016, 5
[8]  
Cresci S., WWW 15 COMPANION
[9]  
Cresci S., WISE 15
[10]   DNA-Inspired Online Behavioral Modeling and Its Application to Spambot Detection [J].
Cresci, Stefano ;
Di Pietro, Roberto ;
Petrocchi, Marinella ;
Spognardi, Angelo ;
Tesconi, Maurizio .
IEEE INTELLIGENT SYSTEMS, 2016, 31 (05) :58-64