Datalignment: Ontology Schema Alignment Through Datalog Containment

被引:0
|
作者
Deutch, Daniel [1 ]
Marants, Evgeny [1 ]
Moskovitch, Yuval [1 ]
机构
[1] Tel Aviv Univ, Tel Aviv, Israel
来源
PROCEEDINGS OF THE VLDB ENDOWMENT | 2019年 / 12卷 / 12期
基金
欧洲研究理事会;
关键词
D O I
10.14778/3352063.3352087
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We focus on the problem of aligning ontology relations, namely finding relation names that correspond to the same or related concepts. Such alignment is a prerequisite to the integration of the multiple available Knowledge Bases many of which include similar concepts, differently termed. We propose a novel approach for this problem, by leveraging association rules - originally mined in order to enrich the ontological content. Here, we treat the rules as Datalog programs and look for bounded-depth sub-programs that are contained in (or equivalent to) each other. Heads of such programs intuitively correspond to related concepts, and we propose them as candidates for alignment. The candidate alignments require further verification by experts; to this end we accompany each aligned pair with explanations based on the provenance of each relation according to its sub-program. We have implemented our novel solution in a system called Datalignment. We propose to demonstrate Datalignment, presenting the aligned pairs that it finds, and the computed explanations, in context of real-life Knowledge Bases.
引用
收藏
页码:1870 / 1873
页数:4
相关论文
共 50 条
  • [41] Improving Agent Interoperability through a Memetic Ontology Alignment: A Comparative Study
    Acampora, Giovanni
    Vitiello, Autilia
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [42] Ontology Kernel - A Convolution Kernel for Ontology Alignment
    Son, Jeong-Woo
    Yoon, Hee-Guen
    Park, Seong-Bae
    [J]. JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2015, 31 (02) : 415 - 432
  • [43] Automatic ontology generation using schema information
    Sie, Shun-hong
    Yeh, Jian-Hua
    [J]. 2006 IEEE/WIC/ACM International Conference on Web Intelligence, (WI 2006 Main Conference Proceedings), 2006, : 526 - 531
  • [44] Ontology-aided automatic schema matching
    Technology Center of Software Engineering, Institute of Software, Chinese Academy of Sciences, Beijing 100190, China
    不详
    [J]. Ruan Jian Xue Bao, 2009, 2 (234-245):
  • [45] Assigning schema labels using ontology and hueristics
    Zhang, Xuan
    Jin, Ruoming
    Agrawal, Gagan
    [J]. BIBE 2006: SIXTH IEEE SYMPOSIUM ON BIOINFORMATICS AND BIOENGINEERING, PROCEEDINGS, 2006, : 269 - +
  • [46] Ontology-Schema Based Query by Example
    Peres, Lucas
    Coelho da Silva, Ticiana L.
    Macedo, Jose
    Araujo, David
    [J]. CONCEPTUAL MODELING, ER 2019, 2019, 11788 : 204 - 212
  • [47] Ontology and database schema: What's the difference?
    Uschold, Michael
    [J]. APPLIED ONTOLOGY, 2015, 10 (3-4) : 243 - 258
  • [48] Optimizing Sensor Ontology Alignment through Compact co-Firefly Algorithm
    Xue, Xingsi
    Chen, Junfeng
    [J]. SENSORS, 2020, 20 (07)
  • [49] Ontology alignment design patterns
    Scharffe, Francois
    Zamazal, Ondrej
    Fensel, Dieter
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2014, 40 (01) : 1 - 28
  • [50] Ontology alignment design patterns
    François Scharffe
    Ondřej Zamazal
    Dieter Fensel
    [J]. Knowledge and Information Systems, 2014, 40 : 1 - 28