[1] Yang Xiandi, He Ning, Wu Libing, et al. Ontology based approach of semantic information integration [J]. Journal of Southeast University (English Edition), 2007, 23 (3): 338-342. [doi:10.3969/j.issn.1003-7985.2007.03.005]
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Ontology based approach of semantic information integration(
)
一种基于本体的语义信息集成方法
)Journal of Southeast University (English Edition)[ISSN:1003-7985/CN:32-1325/N]
- Volumn:
- 23
- Issue:
- 2007 3
- Page:
- 338-342
- Research Field:
- Computer Science and Engineering
- Publishing date:
- 2007-09-30
Info
- Title:
- Ontology based approach of semantic information integration
- 一种基于本体的语义信息集成方法
- Author(s):
- Yang Xiandi1; 2; He Ning1; 2; Wu Libing1; 2; Liu Junqiang3
-
1 School of Computer, Wuhan University, Wuhan 430072, China
2Computer Center, Wuhan University, Wuhan 430072, China
3State Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072, China
- 杨先娣1; 2; 何宁1; 2; 吴黎兵1; 2; 刘君强3
- 1武汉大学计算机学院, 武汉 430072; 2武汉大学计算中心, 武汉 430072; 3武汉大学软件工程国家重点实验室, 武汉 430072
- PACS:
- TP391
- DOI:
- 10.3969/j.issn.1003-7985.2007.03.005
- Abstract:
- In order to solve the problem of semantic heterogeneity in information integration, an ontology based semantic information integration(OSII)model and its logical framework are proposed.The OSII adopts the hybrid ontology approach and uses OWL(web ontology language)as the ontology language.It obtains unified views from multiple sources by building mappings between local ontologies and the global ontology.A tree-based multi-strategy ontology mapping algorithm is proposed.The algorithm is achieved by the following four steps:pre-processing, name mapping, subtree mapping and remedy mapping.The advantages of this algorithm are:mapping in the compatible datatype categories and using heuristic rules can improve mapping efficiency;both linguistic and structural similarity are used to improve the accuracy of the similarity calculation;an iterative remedy is adopted to obtain correct and complete mappings.A challenging example is used to illustrate the validity of the algorithm.The OSII is realized to effectively solve the problem of semantic heterogeneity in information integration and to implement interoperability of multiple information sources.
- 针对信息集成中的语义异构问题, 提出了一个基于本体的语义信息集成模型OSII, 并给出了逻辑框架.OSII采用混和本体方式建模, 以OWL描述本体, 通过局部本体与全局本体之间的映射获得多源统一视图.提出了一种基于树结构的多策略本体映射算法, 该算法包含4个步骤, 即预处理, 名称映射, 子树映射和映射矫正.其特点在于:按照数据类型分类进行映射, 并采用启发式规则, 提高映射效率;同时考虑概念的语言相似性和结构相似性, 提高相似度计算的准确性;采用迭代矫正, 最终得到正确而完整的映射对.通过一个挑战性的实例说明了算法的有效性.OSII能很好地解决信息集成中的语义异构难点, 实现多信息源之间的互操作.
References:
[1] Wache H, Vögele T, Visser U, et al.Ontology-based integration of information—a survey of existing approaches [C]//Proc of IJCAI Workshop:Ontologies and Information Sharing. Seattle, 2001:108-117.
[2] Mena Eduardo, Kashyap Vipul, Sheth Amit P, et al.OBSERVER:an approach for query processing in global information systems based on interoperation across pre-existing ontologies [C]//Proc of the 1st IFCIS International Conference on Cooperative Information Systems. Brussels, Belgium, 1996:14-25.
[3] Doan A, Madhavan J, Dhamankar R, et al.Learning to match ontologies on the semantic web [J].Very Large Data Bases Journal, 2003, 12(4):303-319.
[4] Noy N F, Musen M A.The PROMPT suite:interactive tools for ontology merging and mapping [J].International Journal of Human-Computer Studies, 2003, 59(6):983-1024.
[5] Marc Ehrig, Steffen Staab.QOM—quick ontology mapping [C]//Proc of the 3rd International Semantic Web Conference.Hiroshima, Japan, 2004:683-697.
[6] Euzenat J, Loup David, Touzani Mohamed, et al.Ontology alignment with OLA [C]//Proc of the 3rd International Workshop on Evaluation of Ontology based Tools (EON).Hiroshima, Japan, 2004:59-68.
[7] Jian Ningsheng, Hu Wei, Cheng Gong, et al.Falcon-AO:aligning ontologies with falcon [C]//K-CAP 2005 Integrating Ontologies Workshop. Banff, Alberta, Canada, 2005:85-91.
[8] Gruber Tom.A translation approach to portable ontology specifications [J].Knowledge Acquisition, 1993, 5(2):199-220.
[9] W3C.OWL web ontology language guide [EB/OL].(2004-02-10)[2007-04-10].http://www.w3.org/TR/owl-guide.
[10] Levenshtein V.Binary codes capable of correcting deletions, insertions, and reversals [J].Soviet Physics Doklady, 1966, 10(8):707-710.
Memo
- Memo:
- Biography: Yang Xiandi(1974—), female, graduate, lecturer, yxiandi@126.com.