NDLI: An Adaptation of the Vector-Space Model for Ontology-Based Information Retrieval

Content Provider	IEEE Xplore Digital Library
Author	Castells, P. Fernandez, M. Vallet, D.
Copyright Year	1989
Abstract	Semantic search has been one of the motivations of the semantic Web since it was envisioned. We propose a model for the exploitation of ontology-based knowledge bases to improve search over large document repositories. In our view of information retrieval on the semantic Web, a search engine returns documents rather than, or in addition to, exact values in response to user queries. For this purpose, our approach includes an ontology-based scheme for the semiautomatic annotation of documents and a retrieval system. The retrieval model is based on an adaptation of the classic vector-space model, including an annotation weighting algorithm, and a ranking algorithm. Semantic search is combined with conventional keyword-based retrieval to achieve tolerance to knowledge base incompleteness. Experiments are shown where our approach is tested on corpora of significant scale, showing clear improvements with respect to keyword-based search
Sponsorship	IEEE IEEE Comput. Soc. Tech. Committee on Data Eng IEEE Computer Society
File Size	1087336
File Format	PDF
ISSN	10414347
Volume Number	19
Issue Number	2
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-02-01
Publisher Place	U.S.A.
Access Restriction	One Nation One Subscription (ONOS)
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Ontologies Information retrieval Semantic Web Search engines Testing Costs Knowledge management Taxonomy semantic Web. Information retrieval models ontology languages semantic search
Content Type	Text
Resource Type	Article
Subject	Information Systems Computational Theory and Mathematics Computer Science Applications

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Unsupervised Semantic Similarity Computation between Terms Using Web Documents

RiMOM: A Dynamic Multistrategy Ontology Alignment Framework

Automatic fuzzy ontology generation for semantic Web

A Relation-Based Page Rank Algorithm for Semantic Web Search Engines

A Personalized Ontology Model for Web Information Gathering

Probabilistic Topic Models for Learning Terminological Ontologies

A Rule-Based Object-Oriented OWL Reasoner

Semantic segment extraction and matching for Internet FAQ retrieval

Ontology-based semantic search on the Web and its combination with the power of inductive reasoning

An Adaptation of the Vector-Space Model for Ontology-Based Information Retrieval

Similar Documents

Unsupervised Semantic Similarity Computation between Terms Using Web Documents

RiMOM: A Dynamic Multistrategy Ontology Alignment Framework

Automatic fuzzy ontology generation for semantic Web

A Relation-Based Page Rank Algorithm for Semantic Web Search Engines

A Personalized Ontology Model for Web Information Gathering

Probabilistic Topic Models for Learning Terminological Ontologies

A Rule-Based Object-Oriented OWL Reasoner

Semantic segment extraction and matching for Internet FAQ retrieval

Ontology-based semantic search on the Web and its combination with the power of inductive reasoning

An Adaptation of the Vector-Space Model for Ontology-Based Information Retrieval