DocumentCode :
134584
Title :
An automatic semantic extraction method for web data interchange
Author :
Yuangang Yao ; Hui Liu ; Jin Yi ; Haiqiang Chen ; Xianghui Zhao ; Xiaoyu Ma
Author_Institution :
China Inf. Technol. Security Evaluation Center, Beijing, China
fYear :
2014
fDate :
26-27 March 2014
Firstpage :
148
Lastpage :
152
Abstract :
Data interchange in Internet is mainly for specific web applications. The data formats are simple but lack of rich semantic descriptions, which can´t meet current requirements of deep web data analyzing with semantic technology. Aiming at connecting web data with semantics, we propose an automatic semantic extraction method to handle web data sets with semantics and generate semantic data for applications, which includes data parsing, semantic mapping, semantic enrichment, and ontology merging processes. This method converts web data into semantic web descriptions and improves data semantics according to semantic computation. Meanwhile, it builds semantic models for data instances, which can be applied to further semantic reasoning applications. We use this method to extract schemaless JSON data automatically, including concepts, properties, constrains and values, and build semantic ontology to describe the metadata and instances. The experimental results show that this method can process web data resources and create semantic data effectively.
Keywords :
electronic data interchange; ontologies (artificial intelligence); semantic Web; Internet; Web data interchange; Web data resources; automatic semantic extraction method; data parsing; deep Web data; ontology merging process; schemaless JSON data; semantic Web; semantic enrichment; semantic mapping; semantic ontology; semantic reasoning application; semantic technology; Data mining; Merging; Ontologies; Resource description framework; Semantics; JSON; ontology construction; semantic extraction; semantic web; web data;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Information Technology (CSIT), 2014 6th International Conference on
Conference_Location :
Amman
Print_ISBN :
978-1-4799-3998-5
Type :
conf
DOI :
10.1109/CSIT.2014.6805993
Filename :
6805993
Link To Document :
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