Towards a Flexible Mediator Architecture Using Fuzzy Logic for Integration of Incomplete and Uncertain Information

被引:1
作者
Aggoune, Aicha [1 ]
机构
[1] Univ 8th May 45, LabST Lab, Dept Comp Sci, Guelma, Algeria
来源
PROCEEDINGS OF THE 2ND MEDITERRANEAN CONFERENCE ON PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE (MEDPRAI-2018) | 2018年
关键词
Flexible mediator; Fuzzy logic; Incomplete information; Uncertain information; Relational databases; Fuzzy predicates;
D O I
10.1145/3177148.3180094
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The major problems of data integration systems are closely related to the heterogeneity of the data sources, the query processing complexity, and the global schema evolution. These problems are increased when data sources contain both uncertain and incomplete information. The existing works aim to use fuzzy ontology as well as a global schema of mediator system for providing a homogeneous view of semantically heterogeneous data sources and expressing imprecise information. In this paper, we present new flexible mediator architecture based only on fuzzy logic for, representing incomplete and uncertain information, and fuzzy querying of heterogeneous databases using fuzzy predicates. This architecture is split into three layers: Flexible mediation, Flexible wrappers, and sources. At the wrapper layer, we propose a method for fuzzy querying of both incomplete and uncertain information. The flexible mediator architecture, including an example of data integration in food safety field.
引用
收藏
页码:7 / 13
页数:7
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