An Approach for Team Formation Using Modified Grey Wolf Optimizer

被引：1
作者：
Shingade, Sandip T. [1 ]
Niyogi, Rajdeep [1 ]
机构：
[1] Indian Inst Technol Roorkee, Roorkee 247667, Uttar Pradesh, India
来源：
COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, ICCSA 2023, PT I | 2023年 / 13956卷
关键词：
Team formation; GWO; JAYA; IGWO; ALGORITHM;
D O I：
10.1007/978-3-031-36805-9_29
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The team formation problem is to find a subset of agents, referred to as a team, from a given set of agents such that the team satisfies some desirable property. The computational complexity of this problem is known to be NP-hard. In this paper, we suggest a modified grey wolf optimization approach to find a team with minimum communication cost. The proposed algorithm is evaluated with two real-world data sets, namely the ACM data set and the Academia Stack exchange data set. The experimental results show that the algorithm outperforms some existing approaches with respect to some parameters.
引用
收藏
页码：440 / 452
页数：13
相关论文
共 14 条
[1]  
Anagnostopoulos A, 2012, P 21 INT C WORLD WID, P839, DOI DOI 10.1145/2187836.2187950
[2]  
[Anonymous], 2011, P 20 ACM INT C INF K, DOI DOI 10.1145/2063576.2063718
[3]  
[Anonymous], 2013, P 2013 SIAM INT C DA, DOI DOI 10.1137/1.9781611972832.65
[4]  
Baghel V.S., 2018, 2018 11 INT C CONT C, P1
[5]  
Cheng-Te Li, 2010, Proceedings of the 2010 IEEE Second International Conference on Social Computing (SocialCom 2010). the Second IEEE International Conference on Privacy, Security, Risk and Trust (PASSAT 2010), P9, DOI 10.1109/SocialCom.2010.12
[6]  
El-Ashmawi Walaa H., 2019, Journal of Industrial Engineering International, V15, P53, DOI 10.1007/s40092-018-0282-6
[7]  
El-Ashmawi Walaa H., 2018, International Journal of Information Technology and Computer Science, V10, P16, DOI 10.5815/ijitcs.2018.05.02
[8]   An improved Jaya algorithm with a modified swap operator for solving team formation problem [J].
El-Ashmawi, Walaa H. ;
Ali, Ahmed F. ;
Slowik, Adam .
SOFT COMPUTING, 2020, 24 (21) :16627-16641
[9]  
Lappas T, 2009, KDD-09: 15TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, P467
[10]   Grey Wolf Optimizer [J].
Mirjalili, Seyedali ;
Mirjalili, Seyed Mohammad ;
Lewis, Andrew .
ADVANCES IN ENGINEERING SOFTWARE, 2014, 69 :46-61
12