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