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
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
  • [11] Ontology-based Semantic Search For Open Government Data
    Jiang, Shanshan
    Hagelien, Thomas F.
    Natvig, Marit
    Li, Jingyue
    2019 13TH IEEE INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC), 2019, : 7 - 15
  • [12] An ontology-based mining system for competitive intelligence in neuroscience
    Li, Jiao
    Huang, Minlie
    Zhu, Xiaoyan
    WEB INTELLIGENCE MEETS BRAIN INFORMATICS, 2007, 4845 : 291 - 304
  • [13] Ontology-Based Document Mining System for IT Support Service
    Shanavas, Niloofer
    Asokan, Shimmi
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES, ICICT 2014, 2015, 46 : 329 - 336
  • [14] NCBO Resource Index: Ontology-based search and mining of biomedical resources
    Jonquet, Clement
    LePendu, Paea
    Falconer, Sean
    Coulet, Adrien
    Noy, Natalya F.
    Musen, Mark A.
    Shah, Nigam H.
    JOURNAL OF WEB SEMANTICS, 2011, 9 (03): : 316 - 324
  • [15] A system for ontology-based annotation of biomedical data
    Jonquet, Clement
    Musen, Mark A.
    Shah, Nigam
    DATA INTEGRATION IN THE LIFE SCIENCES, PROCEEDINGS, 2008, 5109 : 144 - 152
  • [16] The MASTRO system for ontology-based data access
    Calvanese, Diego
    De Giacomo, Giuseppe
    Lembo, Domenico
    Lenzerini, Maurizio
    Poggi, Antonella
    Rodriguez-Muro, Mariano
    Rosati, Riccardo
    Ruzzi, Marco
    Savo, Domenico Fabio
    SEMANTIC WEB, 2011, 2 (01) : 43 - 53
  • [17] An Ontology-Based System for Cancer Registry Data
    Casey, Shinead
    Doody, Pat
    Shields, Andrew
    2022 33RD IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC), 2022,
  • [18] Ontology-based data mining approach implemented for sport marketing
    Liao, Shu-Hsien
    Chen, Jen-Lung
    Hsu, Tze-Yuan
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (08) : 11045 - 11056
  • [19] Ontology-based multimedia data mining for design information retrieval
    Simoff, SJ
    Maher, ML
    COMPUTING IN CIVIL ENGINEERING, 1998, : 212 - 223
  • [20] Dynamic data fusion using an ontology-based software agent system
    Elmore, MT
    Potok, TE
    Sheldon, FT
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL IX, PROCEEDINGS: COMPUTER SCIENCE AND ENGINEERING: II, 2003, : 5 - 10