A Practical Negotiation-Based Team Formation Model for Non-Cooperative Social Networks

被引:7
|
作者
Wang, Wanyuan [1 ]
Jiang, Yichuan [1 ]
机构
[1] Southeast Univ, Sch Comp Sci & Engn, Distributed Intelligence & Social Comp Lab, Nanjing 211189, Jiangsu, Peoples R China
来源
2014 IEEE 26TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI) | 2014年
关键词
team formation; social networks; multiagent systems; negotiation;
D O I
10.1109/ICTAI.2014.59
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Team formation is an effective collaboration manner in social networks (SNs). Within teams, social individuals can work together to accomplish complex jobs that they are unable to perform individually. Due to its wide range of applications, team formation in SNs has been studied extensively and a number of approaches have been proposed. However, all of these proposals either build teams of individuals to accomplish jobs through a centralized manner or ignore the selfish nature of social individuals, or both. In this paper, we introduce a decentralized negotiation-based team formation model for noncooperative SNs, where social individuals are self-interested. The proposed team formation model works by allowing the employer (i.e., job initiator) to recruit a team of professional employees that demand small working remuneration and incur little communication overhead and allowing the employees to join the beneficial teams from which they can achieve a high financial remuneration. The simulation results show that our model achieves about 80% social welfare of the ideal centralized models on average. Moreover, compared to other conventional distributed models, our model can reduce team formation time significantly, making our model a better choice for the real-world time-sensitive applications.
引用
收藏
页码:344 / 351
页数:8
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