Combining Faceted Classification and Concept Search: A Pilot Study
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This study reports the first step in the Classification-based Search and Knowledge Discovery (CSKD) project, which aims to combine information organization and retrieval approaches for building digital library applications. In this study, we explored the generation and application of a faceted vocabulary as a potential mechanism to enhance knowledge discovery. The faceted vocabulary construction process revealed some heuristics that can be refined in follow-up studies to further automate the creation of faceted classification structure, while our concept search application demonstrated the utility and potential of integrating classification-based approach with retrieval-based approach. Integration of text- and classification-based methods as outlined in this paper combines the strengths of two vastly different approaches to information discovery by constructing and utilizing a flexible information organization scheme from an existing classification structure.
Abstract
This study reports the first step in the Classification-based Search and Knowledge Discovery (CSKD) project, which aims to combine information organization and retrieval approaches for building digital library applications. In this study, we explored the generation and application of a faceted vocabulary as a potential mechanism to enhance knowledge discovery. The faceted vocabulary construction process revealed some heuristics that can be refined in follow-up studies to further automate the creation of faceted classification structure, while our concept search application demonstrated the utility and potential of integrating classification-based approach with retrieval-based approach. Integration of text- and classification-based methods as outlined in this paper combines the strengths of two vastly different approaches to information discovery by constructing and utilizing a flexible information organization scheme from an existing classification structure.
참고문헌 (27)
- Batty, David., "Thesaurus construction and maintenance: a survival kit", Database, 12(1), pp.13~20 (1989)
- Beghtol, Clare., "From the universe of knowledge to the universe of concepts: the structural revolution in classification for information retrieval", Axiomathes, 18(2), pp.131~144 (2008)
- Belkin, Nicholas. J., "ASK for information retrieval:Part I. Background and theory", Journal of Documentation, 38(2), pp.61~71 (1982)
- Broughton, Vanda., "The need for a faceted classification as the basis of all methods of information retrieval", Aslib proceedings, 58(1, pp.2) (2006), 49~72
- Burke, Robin D., "Question answering from frequently asked question files: Experiences with the FAQFINDER system", AI Magazine, 18(2), pp.57~66 (1997)
- Gennari, Jeffrey, "Preparatory Observations Ubiquitous Knowledge Environments: The Cyberinfrastructure Information Ether", NSF Post Digital Library Futures Workshop (2003)
- Gove, Phillip. B., "Webster's third new international dictionary of the English language" (2002), Merriam-Webster
- Hane, Paula J., "Beyond keyword search - Oingo and Simpli.com introduce meaning-based searching", Information Today, 17(1), pp.57~68 (2000)
- Harman, Donna., "How effective is suffixing?", Journal of the American Society for Information Science, 42(1), pp.7~15 (1991)
- Jacob, Elin K., "and crossdisciplinary communication: breaching the boundaries imposed by classificatory structure", Knowledge organization and quality management:Advances in knowledge organization, 4, pp.101~108 (1994)
- Jacob, Elin K., "Constructing reality: the role of dialogue in the development of classificatory structures", Knowledge organization for information retrieval:Proceedings of the 6th International Study Conference on Classification Research, pp.42~50 (1997)
- Jacob, Elin K., "Application of faceted classification structures in electronic knowledge resources", Proceedings of the 10th ASIS SIG, 1999, 87~106
- Jongejan, Bart, "Automatic training of lemmatization rules that handle morphological changes in pre-, in-and suffixes alike", Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP, pp.145~153 (2009)
- "The scope of the digital library" (1998)[URL]
- Loehrlein, Aaron, "A hybrid approach to faceted classification based on analysis of descriptor suffixes", Proceedings of the American Society for Information Science and Technology, 42(1) (2005)
- Miller, George. A., "Introduction to WordNet: an on-line lexical database", International Journal of Lexicography, 3(4), pp.235~244 (1993)
- Mock, Kenrick. J., "“Information filtering via hill climbing, WordNet, and index patterns", Information Processing & Management, 33(5), pp.633~644 (1997)
- Natsev, Apostol. P., "Semantic concept-based query expansion and re-ranking for multimedia retrieval", Proceedings of the 15th international conference on Multimedia, pp.991~1000 (2007)
- Okada, Makoto, "An efficient substring search method by using delayed keyword extraction", Information Processing & Management, 37(5), pp.741~761 (2001)
- Pedersen, Ted, "WordNet: Similarity: measuring the relatedness of concepts", Demonstration Papers at HLT-NAACL, 2004, pp.38~41 (2004)
- Prieto-Diaz, Ruben., "A faceted approach to building ontologies", IEEE International Conference on Information Reuse and Integration, pp.458~465 (2003)
- Ranganathan, Shiyali. R., "Library Classification: fundamentals and procedure: with 1008graded examples & exercises" (1944), Madras Library Association
- Ranganathan, Shiyali. R, "Elements of library classification" (1959), Association of Assistant librarians
- Savoy, Jacques., "Stemming of French word based on grammatical categories", Journal of the American Society for Information Science, 44(1), pp.1~9 (1993)
- Suchanek, Fabian M, "Yago: A large ontology from Wikipedia and Wordnet", Web Semantics: Science, Services and Agents on the World Wide Web, 6(3), pp.203~217 (2008)
- Vickery, Brian., "Faceted classification for the web", Axiomathes, 18(2), pp.145~160 (2008)
- Yang, Kiduk, "A hybrid approach to generating and utilizing faceted vocabulary for knowledge discovery on the web", Proceedings of the 2004 Joint ACM, 2004, ~