Context-based information analysis for the Web environment

被引:5
作者
Evrim, Vesile [1 ]
McLeod, Dennis [2 ]
机构
[1] Cyprus Int Univ, Dept Informat Syst Engn, Haspolat Lefkosa, North Cyprus, Turkey
[2] Univ So Calif, Dept Comp Sci, Semant Informat Res Lab, Los Angeles, CA 90089 USA
关键词
Information retrieval; Ontology; Context-based search; Relevance; Query; SYSTEMS; QUERIES;
D O I
10.1007/s10115-012-0493-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Finding the relevant set of information that satisfies an information request of a Web user in the availability of today's vast amount of digital data is becoming a challenging problem. Currently, available Information Retrieval (IR) Systems are designed to return long lists of results, only a few of which are relevant for a specific user. In this paper, an IR method called Context-Based Information Analysis (CONIA) that investigates the context information of the user and user's information request to provide relevant results for the given domain users is introduced. In this paper, relevance is measured by the semantics of the information provided in the documents. The information extracted from lexical and domain ontologies is integrated by the user's interest information to expand the terms entered in the request. The obtained set of terms is categorized by a novel approach, and the relations between the categories are obtained from the ontologies. This categorization is used to improve the quality of the document selection by going beyond checking the availability of the words in the document by analyzing the semantic composition of the mapped terms.
引用
收藏
页码:109 / 140
页数:32
相关论文
共 53 条
[1]  
[Anonymous], 2005, ROOT CAUSES TERRORIS
[2]  
[Anonymous], 1997, P 10 RES COMP LING I
[3]  
[Anonymous], P 4 INT C INT TEXT P
[4]  
Auger A, 2005, TERROGATE NEW INFORM
[5]  
Baeza-Yates R, 1999, MODERN INFORM RETRIE, V463
[6]   A survey on context-aware systems [J].
Baldauf, Matthias ;
Dustdar, Schahram ;
Rosenberg, Florian .
INTERNATIONAL JOURNAL OF AD HOC AND UBIQUITOUS COMPUTING, 2007, 2 (04) :263-277
[7]   CAS-Mine: providing personalized services in context-aware applications by means of generalized rules [J].
Baralis, Elena ;
Cagliero, Luca ;
Cerquitelli, Tania ;
Garza, Paolo ;
Marchetti, Marco .
KNOWLEDGE AND INFORMATION SYSTEMS, 2011, 28 (02) :283-310
[8]  
Bellahsene Z, 2011, EVALUATING SCHEMA MA, VXII, P314
[9]  
Broder A., 2002, SIGIR Forum, V36, P3, DOI 10.1145/792550.792552
[10]   An integration of fuzzy association rules and WordNet for document clustering [J].
Chen, Chun-Ling ;
Tseng, Frank S. C. ;
Liang, Tyne .
KNOWLEDGE AND INFORMATION SYSTEMS, 2011, 28 (03) :687-708