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Sentiment-based search in digital libraries

Published: 07 June 2005 Publication History

Abstract

Several researchers have developed tools for classifying/ clustering Web search results into different topic areas (such as sports, movies, travel, etc.), and to help users identify relevant results quickly in the area of interest. This study follows a similar approach, but is in the area of sentiment classification -- automatically classifying on-line review documents according to the overall sentiment expressed in them. This paper presents a prototype system that has been developed to perform sentiment categorization of Web search results. It assists users to quickly focus on recommended (or non-recommended) information by classifying Web search results into four categories: positive, negative, neutral, and non-review documents, by using an automatic classifier based on a supervised machine learning algorithm, Support Vector Machine (SVM).

References

[1]
Zeng, H.-J., He, Q.-C., Chen, Z., Ma, W.-Y., and Ma, J. Learning to Cluster Web Search Results, In Proceedings of the 27th Annual International ACM SIGIR Conference, Sheffield, South Yorkshire, UK, July 2004, 210--217.
[2]
Palmer, C. R., Pesenti, J., Valdes-Perez, R. E., Christel, M. G., Hauptmann, A. G., Ng, D., and Wactlar, H. D. Demonstration of Hierarchical Document Clustering of Digital Library Retrieval Results, In Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries, June 2001, Roanoke, Virginia, USA, 451.
[3]
Na, J.-C., Sui, H., Khoo, C., Chan, S., and Zhou, Y. Effectiveness of Simple Linguistic Processing in Automatic Sentiment Classification of Product Reviews, In Proceedings of the 8th International Society for Knowledge Organization Conference '2004, London, UK, July 2004, 49--54.
[4]
Hatzivassiloglou, V. and Wiebe, J. M. Effects of Adjective Orientation and Gradability on Sentence Subjectivity. In Proceedings of the 17th International Conference on Computational Linguistics, Saarbrücken, Germany, 2000, 299--305.

Cited By

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  • (2009)Effectiveness of web search results for genre and sentiment classificationJournal of Information Science10.1177/016555150910423335:6(709-726)Online publication date: 1-Dec-2009
  • (2007)Automatic classification of web search resultsProceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers10.5555/1780653.1780671(65-74)Online publication date: 10-Dec-2007
  • (2007)Filtering product reviews from web search resultsProceedings of the 2007 ACM symposium on Document engineering10.1145/1284420.1284467(196-198)Online publication date: 28-Aug-2007
  • Show More Cited By

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Published In

cover image ACM Conferences
JCDL '05: Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
June 2005
450 pages
ISBN:1581138768
DOI:10.1145/1065385
  • General Chair:
  • Mary Marlino,
  • Program Chairs:
  • Tamara Sumner,
  • Frank Shipman
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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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 07 June 2005

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Author Tags

  1. automatic text classification
  2. digital libraries
  3. sentiment classification

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JCDL05

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Overall Acceptance Rate 415 of 1,482 submissions, 28%

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Cited By

View all
  • (2009)Effectiveness of web search results for genre and sentiment classificationJournal of Information Science10.1177/016555150910423335:6(709-726)Online publication date: 1-Dec-2009
  • (2007)Automatic classification of web search resultsProceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers10.5555/1780653.1780671(65-74)Online publication date: 10-Dec-2007
  • (2007)Filtering product reviews from web search resultsProceedings of the 2007 ACM symposium on Document engineering10.1145/1284420.1284467(196-198)Online publication date: 28-Aug-2007
  • (2007)Automatic Classification of Web Search Results: Product Review vs. Non-review DocumentsAsian Digital Libraries. Looking Back 10 Years and Forging New Frontiers10.1007/978-3-540-77094-7_13(65-74)Online publication date: 10-Dec-2007

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