Expert ranking method based on ListNet with multiple features

被引：3
|
作者：
陈方琼 [1 ,2 ]
余正涛 [1 ,2 ]
毛存礼 [1 ,2 ]
吴则键 [1 ,2 ]
张优敏 [1 ,2 ]
机构：
[1] School of Information Engineering and Automation,Kunming University of Science and Technology
[2] Intelligent Information Processing Key LaboratoryKunming University of Science and Technology
来源：
Journal of Beijing Institute of Technology | 2014年 / 23卷 / 02期
基金：
中国国家自然科学基金;
关键词：
expert retrieval; expert ranking; ListNet; multiple features;
D O I：
10.15918/j.jbit1004-0579.2014.02.018
中图分类号：
TP391.3 [检索机];
学科分类号：
081203 ; 0835 ;
摘要：
The quality of expert ranking directly affects the expert retrieval precision.According to the characteristics of the expert entity,an expert ranking model based on the list with multiple features was proposed.Firstly,multiple features was selected through the analysis of expert pages;secondly,in order to learn parameters through gradient descent and construct expert ranking model,all features were integrated into ListNet ranking model;finally,expert ranking contrast experiment will be performed using the trained model.The experimental results show that the proposed method has a good effect,and the value of NDCG@1 increased14.2%comparing with the pairwise method with expert ranking.
引用
收藏
页码：240 / 247
页数：8
相关论文
共 50 条
  • [21] Fatigue Driving Detection Method Based on Multiple Features
    Liu, JinFeng
    [J]. 2022 6TH INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND INTELLIGENT CONTROL, ISCSIC, 2022, : 148 - 152
  • [22] A Node Ranking Method Based on Multiple Layers for Dynamic Protein Interaction Networks
    Li, Bin
    Pan, Li
    Sun, Jing
    Wang, Haoyue
    Jiang, Junqiang
    Yang, Bo
    Li, Wenbin
    [J]. IEEE ACCESS, 2022, 10 : 93326 - 93337
  • [23] A method of ranking interval numbers based on degrees for multiple attribute decision making
    Ye, Yicheng
    Yao, Nan
    Wang, Qiaozhi
    Wang, Qihu
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 30 (01) : 211 - 221
  • [24] DEA Based Multiple Criteria Evaluation and the Cross Efficiency Method for Units Ranking
    Wang Ke
    Wei Fa-jie
    [J]. 2008 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING (15TH), VOLS I AND II, CONFERENCE PROCEEDINGS, 2008, : 161 - 166
  • [25] A new Method for Ranking Association Rules with Multiple Criteria Based on Dominance Relation
    Dahbi, Azzeddine
    Jabri, Siham
    Balouki, Youssef
    Gadi, Taoufiq
    [J]. 2016 IEEE/ACS 13TH INTERNATIONAL CONFERENCE OF COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2016,
  • [26] A multiple criteria ranking method based on game cross-evaluation approach
    Wu, Jie
    Liang, Liang
    [J]. ANNALS OF OPERATIONS RESEARCH, 2012, 197 (01) : 191 - 200
  • [27] A multiple criteria ranking method based on game cross-evaluation approach
    Jie Wu
    Liang Liang
    [J]. Annals of Operations Research, 2012, 197 : 191 - 200
  • [28] Fuzzy Comprehensive Evaluation of Performance Evaluation for Secondary Equipment in Smart Substation Based on Expert Ranking Method
    Ma, Wenhao
    Zhang, Qian
    Ding, Jinjin
    Ma, Yuan
    [J]. PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 6226 - 6230
  • [29] A manifold ranking based method using hybrid features for crime scene shoeprint retrieval
    Wang, Xinnian
    Zhang, Chi
    Wu, Yanjun
    Shu, Yingying
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (20) : 21629 - 21649
  • [30] PHoG Features and Kullback-Leibler Divergence Based Ranking Method for Handwriting Recognition
    Ghanim, Taraggy M.
    Khalil, Mahmoud I.
    Abbas, Hazem M.
    [J]. ARTIFICIAL NEURAL NETWORKS IN PATTERN RECOGNITION, ANNPR 2018, 2018, 11081 : 293 - 305
12345