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Research on Key Techniques for AIE-based Semiautomatic Annotation of Web Page
Author: ZhuHaiXia
Tutor: XuZhuoMing
School: Hohai University
Course: Applied Computer Technology
Keywords: Semantic annotation Adaptive Information Extraction Noumenon OWL Semantic Web
CLC: TP393.092
Type: Master's thesis
Year: 2005
Downloads: 100
Quote: 1
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Abstract
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The key is to achieve the vision of the Semantic Web to create ontologies and semantic annotation using the the ontology vocabulary of Web content . Annotation tools , integrated information extraction (IE) technology , can greatly improve the degree of automation of the semantic annotation tools to reduce the burden on users . Adaptive IE system (AIE) using machine learning , information extraction rules automatically learning from the training data to apply to new applications and areas , this is the demand of the Semantic Web environment . This paper analyzes the technical characteristics of the existing integration AIE semantic annotation tools , and pointed out that their two main shortcomings : does not support the W3C standard Web Ontology Language OWL and the function of the IE simpler . Based on this proposed framework based AIE Web page semi-automatic annotation tool which supports OWL Lite ontology languages ??, with the adaptive information extraction system Amilcale automatic information extraction capabilities , the semi-automatic semantic annotation of Web pages . For more than two shortcomings of the existing semantic annotation tools in the framework of this article annotation tools , select the two key technologies in-depth study : ① semi-automatic based on the the Amilcare use active learning methods to extract facts to be marked technical ; ② using extracted fact produce the technology of the OWL Lite semantic metadata to be marked . In this paper, the in-depth study of the Amilcare its application programming interface (API) , proposed in the semi-automatic annotation tool based on the Amilcare active learning , semi-automatic extraction of the methods and processes of the facts to be marked , given the appropriate design and implementation techniques ; Web page semantic metadata the due structure and use the extract to be described on the basis of the analysis of the summary constructor and constraints of OWL Lite language , label the fact generate semantic metadata design ideas and implementation techniques . Case studies and experiments show that : the technical solutions proposed in this paper is reasonable and feasible .
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