A NOVEL ONTOLOGY TOOL FOR DATA CLEANING

被引:0
|
作者
Wong, Jing Ting [1 ]
Hong, Jer Lang [1 ]
机构
[1] Taylors Univ, Sch Comp & IT, Subang Jaya, Selangor, Malaysia
来源
UNCERTAINTY MODELLING IN KNOWLEDGE ENGINEERING AND DECISION MAKING | 2016年 / 10卷
关键词
Data Cleaning; Ontology; Deep Web;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Researchers develop data extractor which could effectively extract data from web sources, tabulate them, and used it for further processing. However, not all data are correctly extracted, they may either missed certain valuable information or contain additional unnecessary information. In the case of unnecessary information, researchers use a cleaning method to remove them such that the data extracted are free of errors. Removing these data is important as unnecessary information may affect the accuracy of subsequent extractor tools, hence may eventually prevent the tool from performing its task efficiently. In this research proposal, we embark on a data cleaning tool to clean data using ontology tools, which could effectively clean data based on their semantics. Experimental results show that our tool is highly efficient in data cleaning and is able to outperform existing state of the art tools.
引用
收藏
页码:384 / 390
页数:7
相关论文
共 50 条
  • [1] Data Cleaning Utilizing Ontology Tool
    Wong, Jing Ting
    Hong, Jer Lang
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (07): : 43 - 52
  • [2] Contextual Data Cleaning with Ontology FDs
    Zheng, Zheng
    SIGMOD '21: PROCEEDINGS OF THE 2021 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2021, : 2911 - 2913
  • [3] Ontology-based data cleaning
    Kedad, Z
    Métais, E
    NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS, 2002, 2553 : 137 - 149
  • [4] Interoperability of Data Cleaning Operations Using the Ontology
    Almeida, Ricardo
    Oliveira, Paulo
    SISTEMAS Y TECNOLOGIAS DE INFORMACION, VOLS 1 AND 2, 2012, : 854 - 858
  • [5] Contextual Data Cleaning with Ontology Functional Dependencies
    Zheng, Zheng
    Zheng, Longtao
    Alipourlangouri, Morteza
    Chiang, Fei
    Golab, Lukasz
    Szlichta, Jaroslaw
    Baskaran, Sridevi
    ACM JOURNAL OF DATA AND INFORMATION QUALITY, 2022, 14 (03):
  • [6] Contextual Data Cleaning with Ontology Functional Dependencies
    Zheng, Zheng
    Zheng, Longtao
    Alipourlangouri, Morteza
    Chiang, Fei
    Golab, Lukasz
    Szlichta, Jaroslaw
    Baskaran, Sridevi
    Journal of Data and Information Quality, 2022, 14 (03)
  • [7] A Novel Ontology Analysis Tool
    Wang, Zhixiao
    Xia, Shixiong
    Niu, Qiang
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2014, 8 (01): : 255 - 261
  • [8] Rule mining for automatic ontology based data cleaning
    Brueggemann, Stefan
    PROGRESS IN WWW RESEARCH AND DEVELOPMENT, PROCEEDINGS, 2008, 4976 : 522 - 527
  • [9] Motorola testing novel cleaning tool
    不详
    MICRO, 1997, 15 (06): : 22 - +
  • [10] AJAX: An extensible data cleaning tool
    Galhardas, H
    Florescu, D
    Shasha, D
    Simon, E
    SIGMOD RECORD, 2000, 29 (02) : 590 - 590