A Researcher Expertise Search System using Ontology-Based Data Mining

被引:0
作者
Punnarut, Ravikarn [1 ]
Sriharee, Gridaphat [1 ]
机构
[1] King Mongkuts Univ Technol North Bangkok, Dept Comp & Informat Sci, 1518 Pibulsongkram, Bangkok 10800, Thailand
来源
CONCEPTUAL MODELLING 2010 | 2010年
关键词
Expertise Search; Ontology; Matching; Ranking; Data Mining;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper proposes an approach to discover the expertise of researchers using data mining with skill classification ontology. The skill classification ontology is an information model containing skills of doing research in the area of computer and information science. A methodology to build the ontology is presented. The expertise search system is developed, which uses the skill classification ontology, researcher profiles and research profiles in the retrieving process. These profiles and ontology are expressed by OWL. Also, the matching and ranking processes are proposed and these follow semantic-based matching. We explored the evaluation of the retrieving process and the result shows that the proposed approach enables the expertise search system to be efficient regarding accuracy.
引用
收藏
页码:71 / 78
页数:8
相关论文
共 50 条
  • [31] OMIR: Ontology-Based Multimedia Information Retrieval System for Web Usage Mining
    Uma, R.
    Muneeswaran, K.
    CYBERNETICS AND SYSTEMS, 2017, 48 (04) : 393 - 414
  • [32] Construction of ontology-based software repositories by text mining
    Wu, Yan
    Siy, Harvey
    Zand, Mansour
    Winter, Victor
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 3, PROCEEDINGS, 2007, 4489 : 790 - +
  • [33] An Ontology-Based Framework for Semantic Web Content Mining
    Yasodha, S.
    Dhenakaran, S. S.
    2014 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS (ICCCI), 2014,
  • [34] Capturing evolving patterns for ontology-based web mining
    Li, YF
    Zhong, N
    IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE (WI 2004), PROCEEDINGS, 2004, : 256 - 263
  • [35] Ontology-based approach for the provision of simulation knowledge acquired by Data and Text Mining processes
    Kestel, Philipp
    Kuegler, Patricia
    Zirngibl, Christoph
    Schleich, Benjamin
    Wartzack, Sandro
    ADVANCED ENGINEERING INFORMATICS, 2019, 39 : 292 - 305
  • [36] Ontology-Based Tourism Recommendation System
    Lee, Chin-I
    Hsia, Tse-Chih
    Hsu, Hsiang-Chih
    Lin, Jing-Ya
    2017 4TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND APPLICATIONS (ICIEA), 2017, : 376 - 379
  • [37] Ontology-Based Pattern for System Engineering
    Ernadote, Dominique
    2017 ACM/IEEE 20TH INTERNATIONAL CONFERENCE ON MODEL DRIVEN ENGINEERING LANGUAGES AND SYSTEMS (MODELS 2017), 2017, : 248 - 258
  • [38] Ontology-based Robust Production System
    Yip, Frederick
    Wong, Alfred K. Y.
    Parameswaran, Nandan
    Ray, Pradeep
    2009 IEEE THIRD INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC 2009), 2009, : 428 - 433
  • [39] Ontology-based Semantic Retrieval System
    Zhang, Xiaohuan
    Li, Wenjie
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 10944 - +
  • [40] An ontology-based manufacturing design system
    Wei, Sun
    Qin-Yi, Ma
    Tian-Yi, Gao
    Information Technology Journal, 2009, 8 (05) : 643 - 656