A Consensus-Based Method to Enhance a Recommendation System for Research Collaboration

被引:5
|
作者
Dinh Tuyen Hoang [1 ]
Van Cuong Tran [1 ]
Tuong Tri Nguyen [2 ]
Ngoc Thanh Nguyen [3 ]
Hwang, Dosam [1 ]
机构
[1] Yeungnam Univ, Dept Comp Engn, Gyongsan, South Korea
[2] Hue Univ, Coll Educ, Hue, Vietnam
[3] Wroclaw Univ Sci & Technol, Fac Comp Sci & Management, Wroclaw, Poland
基金
新加坡国家研究基金会;
关键词
Recommendation system; Collaboration; Consensus; Integration;
D O I
10.1007/978-3-319-54472-4_17
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the development of scientific societies, research problems are increasingly complex, requiring scientists to collaborate to solve them. The quality of collaboration between researchers is a major factor in determining their achievements. This study proposes a collaboration recommendation method that takes into account previous research collaboration and research similarities. Research collaboration is measured by combining the collaboration time and the number of co-authors who already collaborated with an author. Research similarity is based on authors' previous publications and academic events they attended. In addition, a consensus-based algorithm is proposed to integrate bibliography data from different sources, such as the DBLP Computer Science Bibliography, ResearchGate, CiteSeer, and Google Scholar. The experimental results show that this proposal improves the accuracy of the recommendation systems, in comparison with other methods.
引用
收藏
页码:170 / 180
页数:11
相关论文
共 50 条
  • [21] Consensus-based Distributed Economic Dispatch Method for Smart Grid
    An, Baoxiang
    Chen, Zhenping
    He, Wen
    Fu, Baochuan
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 6030 - 6035
  • [22] A consensus-based distributed method of clock synchronization for sensor networks
    Qiao, Yong
    Yang, Wenlun
    Fu, Minyue
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2017, 13 (03):
  • [23] CONSTRAINED CONSENSUS-BASED OPTIMIZATION
    Borghi, Giacomo
    Herty, Michael
    Pareschi, Lorenzo
    SIAM JOURNAL ON OPTIMIZATION, 2023, 33 (01) : 211 - 236
  • [24] On Consensus-Based Community Detection
    Fardad, Makan
    2015 54TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2015, : 1577 - 1582
  • [25] Consensus-based Particle Filter
    Liu, Xiangyu
    Wang, Yan
    2012 INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING AND COMMUNICATION TECHNOLOGY (ICCECT 2012), 2012, : 577 - 580
  • [26] Adaptive Consensus-Based Distributed System for Multisensor Multitarget Tracking
    Stankovic, Srdjan S.
    Ilic, Nemanja
    Stankovic, Milos S.
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2022, 58 (03) : 2164 - 2179
  • [27] CREATION OF EVIDENCE AND CONSENSUS-BASED NUTRITION GUIDELINES IN IMD WITH LIMITED RESEARCH
    Rohr, Fran
    Hollander, Suzanne
    Singh, Rani
    MOLECULAR GENETICS AND METABOLISM, 2019, 127 (03) : 232 - 232
  • [28] Expert consensus-based clinical recommendation for an integrative anthroposophic treatment approach to acute tonsillitis in childhood
    Buettner, Rebecca
    Schwermer, Melanie
    Ostermann, Thomas
    Laengler, Alfred
    Zuzak, Tycho
    COMPLEMENTARY THERAPIES IN MEDICINE, 2024, 81
  • [29] CREATION OF EVIDENCE AND CONSENSUS-BASED NUTRITION GUIDELINES IN IMD WITH LIMITED RESEARCH
    Rohr, Fran
    Hollander, Suzanne
    Singh, Rani
    MOLECULAR GENETICS AND METABOLISM, 2019, 126 (03) : 272 - 272
  • [30] An Approach to Consensus-Based Time Synchronization Based on Dynamic Consensus
    Bathelt, Andreas
    IEEE CONTROL SYSTEMS LETTERS, 2023, 7 : 3319 - 3324