The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
KEA: practical automatic keyphrase extraction
Proceedings of the fourth ACM conference on Digital libraries
Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
Ant algorithms for discrete optimization
Artificial Life
A review of web searching studies and a framework for future research
Journal of the American Society for Information Science and Technology
Contextual correlates of synonymy
Communications of the ACM
Information Retrieval
Mining the Web's Link Structure
Computer
Ontology Learning for the Semantic Web
IEEE Intelligent Systems
Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
OntoKhoj: a semantic web portal for ontology searching, ranking and classification
WIDM '03 Proceedings of the 5th ACM international workshop on Web information and data management
Swoogle: a search and metadata engine for the semantic web
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Introduction to Data Mining, (First Edition)
Introduction to Data Mining, (First Edition)
A web-based kernel function for measuring the similarity of short text snippets
Proceedings of the 15th international conference on World Wide Web
Evaluating WordNet-based Measures of Lexical Semantic Relatedness
Computational Linguistics
Novel association measures using web search with double checking
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Measuring semantic similarity between words using web search engines
Proceedings of the 16th international conference on World Wide Web
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
Automatic keyphrase extraction from scientific documents using N-gram filtration technique
Proceedings of the eighth ACM symposium on Document engineering
Extracting key terms from noisy and multitheme documents
Proceedings of the 18th international conference on World wide web
Characteristics of document similarity measures for compliance analysis
Proceedings of the 18th ACM conference on Information and knowledge management
Web Semantics: Science, Services and Agents on the World Wide Web
Ranking web sites using domain ontology concepts
Information and Management
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With the tremendous growth of information availability to users through the Web, search engines come to play ever a more critical role. However, search engines retrieve vast amount of information that is far larger than an individual capability of processing. Also enormous amount of such information are not related to user search query. The semantic web provides a promising approach to enhance the search operation. Ontologies can capture concepts for any topic to enable machines to deal with data semantically. In this paper, a proposed technique called HSWS (Hybrid Semantic Web Search) is used to automatically generate ontology concepts for any topic by extracting semantic relationships between concepts from information sources that represent such topic; the resultant ontology concepts is used to re-rank results returned by a search engine for such topic. A new relevancy measure is proposed to rank retrieved documents. The new relevancy measure depends on the degree of semantic similarity between concepts extracted from web pages resulted from query on a topic and indexed ontology concepts that represents the topic. The proposed technique is fully unsupervised; it doesn't require any type of training. HSWS outperforms semantic similarity state-of-the-art methods and web-based methods. The proposed technique shows the highest Pearson correlation coefficient to human judgments (0.888) compared to other similarity methods.