Concept chaining utilizing meronyms in text characterization

Lori Watrous-DeVersterre, Chong Wang, Min Song

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

For most, the web is the first source to answer a question formulated by curiosity, need, or research reasons. This phenomenon is due to the internet's ubiquitous access, ease of use, and the extensive and ever expanding content. The problem is no longer the need to acquire content to encourage use, but to provide organizational tools to support content categorization that will facilitate improved access methods. This paper presents the results of a new text characterization algorithm that combines semantic and linguistic techniques utilizing domain-based ontology background knowledge. It explores the combination of meronym, synonym, and hypernym linguistic relationships to create a set of concept chains used to represent concepts found in a document. The experiments show improved accuracy over bag-of-words based term weighting methods and reveal characteristics of the meronym contribution to document representation.

Original languageEnglish
Title of host publicationJCDL '12 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries
Pages241-248
Number of pages8
DOIs
Publication statusPublished - 2012 Jul 11
Event12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL '12 - Washington, DC, United States
Duration: 2012 Jun 102012 Jun 14

Publication series

NameProceedings of the ACM/IEEE Joint Conference on Digital Libraries
ISSN (Print)1552-5996

Other

Other12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL '12
CountryUnited States
CityWashington, DC
Period12/6/1012/6/14

Fingerprint

Linguistics
Ontology
Semantics
Internet
Experiments

All Science Journal Classification (ASJC) codes

  • Engineering(all)

Cite this

Watrous-DeVersterre, L., Wang, C., & Song, M. (2012). Concept chaining utilizing meronyms in text characterization. In JCDL '12 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries (pp. 241-248). (Proceedings of the ACM/IEEE Joint Conference on Digital Libraries). https://doi.org/10.1145/2232817.2232862
Watrous-DeVersterre, Lori ; Wang, Chong ; Song, Min. / Concept chaining utilizing meronyms in text characterization. JCDL '12 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries. 2012. pp. 241-248 (Proceedings of the ACM/IEEE Joint Conference on Digital Libraries).
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Watrous-DeVersterre, L, Wang, C & Song, M 2012, Concept chaining utilizing meronyms in text characterization. in JCDL '12 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries. Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, pp. 241-248, 12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL '12, Washington, DC, United States, 12/6/10. https://doi.org/10.1145/2232817.2232862

Concept chaining utilizing meronyms in text characterization. / Watrous-DeVersterre, Lori; Wang, Chong; Song, Min.

JCDL '12 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries. 2012. p. 241-248 (Proceedings of the ACM/IEEE Joint Conference on Digital Libraries).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Watrous-DeVersterre L, Wang C, Song M. Concept chaining utilizing meronyms in text characterization. In JCDL '12 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries. 2012. p. 241-248. (Proceedings of the ACM/IEEE Joint Conference on Digital Libraries). https://doi.org/10.1145/2232817.2232862