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Enhancing semantic search using case-based modular ontology

Published: 22 March 2010 Publication History

Abstract

In this paper, we present a semantic search approach based on Case-based modular Ontology. Our work aims to improve ontology-based information retrieval by the integration of the traditional information retrieval, the use of ontology and the case based reasoning (CBR). In fact, our recommender approach uses the CBR with ontology for case representation and indexing. Ontology-based similarity is used to retrieve similar cases and to provide end users with alternative recommendations. The main contribution of this work is the use of a CBR mechanism and an ontological representation for two purposes: Resource Retrieval from Web and ontology enrichment from cases.

References

[1]
Aamodt, A., and Plaza, E. Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Communications 7, 1 (1994), 39--59.
[2]
Aktas, M., Pierce, M., Fox, G., and Leake, D. A web based conversational case-based recommender system for ontology aided metadata discovery. In Proceedings of the Fifth IEEE/ACM International Workshop on Grid Computing (GRID 2004) (2004), IEEE Computer Society Press.
[3]
Ben Mustapha, N., Baazaoui Zghal, H., Aufaure, MA. and Ben Ghezala, H. Combining Semantic Search and Ontology Learning for Incremental Web Ontology Engineering, International Workshop on Web Information Systems Modeling (WISM 2009) (Held in conjunction with CAiSE 2009), Amsterdam, juin, 2009.
[4]
Gao, J., and Deng, G. The research of applying domain ontology to case-based reasoning system. In Proceedings of International Conference on Services Systems and Services Management (2005).
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Rocchio, J. J. Relevance feedback in information retrieval. In The Smart retrieval system - experiments in automatic document processing, Englewood Cliffs, NJ: Prentice-Hall, 1971, pp. 313--323.

Cited By

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  • (2016)Fuzzy ontology-based Medical Information Retrieval2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)10.1109/FUZZ-IEEE.2016.7737685(178-185)Online publication date: Jul-2016
  • (2015)Searching Semantic Data WarehousesEncyclopedia of Information Science and Technology, Third Edition10.4018/978-1-4666-5888-2.ch190(1968-1976)Online publication date: 2015
  • (2014)Ontology-based similarity applied to business process clusteringJournal of Software: Evolution and Process10.1002/smr.165226:12(1128-1149)Online publication date: 1-Dec-2014
  • Show More Cited By

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    cover image ACM Conferences
    SAC '10: Proceedings of the 2010 ACM Symposium on Applied Computing
    March 2010
    2712 pages
    ISBN:9781605586397
    DOI:10.1145/1774088
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    New York, NY, United States

    Publication History

    Published: 22 March 2010

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    Author Tags

    1. case-based reasoning
    2. information retrieval
    3. modular ontology
    4. ontology
    5. semantic search
    6. semantic web

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    SAC'10: The 2010 ACM Symposium on Applied Computing
    March 22 - 26, 2010
    Sierre, Switzerland

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    SAC '10 Paper Acceptance Rate 364 of 1,353 submissions, 27%;
    Overall Acceptance Rate 1,650 of 6,669 submissions, 25%

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    Cited By

    View all
    • (2016)Fuzzy ontology-based Medical Information Retrieval2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)10.1109/FUZZ-IEEE.2016.7737685(178-185)Online publication date: Jul-2016
    • (2015)Searching Semantic Data WarehousesEncyclopedia of Information Science and Technology, Third Edition10.4018/978-1-4666-5888-2.ch190(1968-1976)Online publication date: 2015
    • (2014)Ontology-based similarity applied to business process clusteringJournal of Software: Evolution and Process10.1002/smr.165226:12(1128-1149)Online publication date: 1-Dec-2014
    • (2013)Semantic Web Search System Founded on Case-Based Reasoning and Ontology LearningKnowledge Discovery, Knowledge Engineering and Knowledge Management10.1007/978-3-642-29764-9_5(72-86)Online publication date: 2013
    • (2012)Searching semantic data warehousesProceedings of the 2nd International Workshop on Semantic Search over the Web10.1145/2494068.2494074(1-5)Online publication date: 27-Aug-2012
    • (2012)Modular ontological warehouse for adaptative information searchProceedings of the 2nd international conference on Model and Data Engineering10.1007/978-3-642-33609-6_9(79-90)Online publication date: 3-Oct-2012
    • (2011)Exploring the effectiveness of information searching tools on Greek museum websitesMuseum Management and Curatorship10.1080/09647775.2011.60393526:4(391-408)Online publication date: Oct-2011
    • (2010)Semantic search using modular ontology learning and case-based reasoningProceedings of the 2010 EDBT/ICDT Workshops10.1145/1754239.1754243(1-12)Online publication date: 22-Mar-2010

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