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Industrial evaluation of a highly-accurate academic IR system

Published: 03 November 2003 Publication History

Abstract

In this paper we report the results of an independent experimental evaluation of an information retrieval (IR) system developed at the Illinois Institute of Technology (IIT). The system, which is called the Advanced Information Retrieval Engine (AIRE), consists of a set of tools and utilities providing indexing, extraction, searching and visualization. We evaluated AIRE on three data sets from the Text REtrieval Conference (TREC) - TREC 8, 9 and 10. Overall, our results indicate that AIRE is a highly accurate IR system. Compared with results published by IIT, in our experiments AIRE consistently scored higher in recall. AIRE also scored higher in precision, but only for automatic tasks. In manual tasks, AIRE scored lower in precision in our experiments, but we attributed that to factors external to AIRE. Our final conclusion is that AIRE is a highly accurate IR system.

References

[1]
Ricardo Baeza-Yates, Berthier Ribeiro-Neto, and Berthier Ribiero-Neto, "Modern Information Retrieval," Pearson Education, May 1999.
[2]
Gerald Kowalski, Information Retrieval Systems: Theory and Implementation, Kluwer Academic Publishers, Boston, 1997.
[3]
Grossman, David A. and Frieder, Ophir, Information Retrieval: Algorithms and Heuristics, Kluwer Academic Publishers, 1998.
[4]
Advaned Information Retrieval Engine (AIRE), http://www.ir.iit.edu/projects/AIRE.html.
[5]
AIRE (Advanced Information Retrieval Engine) http://ir.iit.edu/abdur/research/aire/AIRE.html.
[6]
McCabe, M. C., Chowdhury, A., Holmes, D. O., Grossman, D. A., Alford, K. L., and Frieder, O., "IIT at TREC-8: Improving Baseline Precision," NIST Special Publication 500--246: The Eighth Text Retrieval Conference (TReC 8).
[7]
Chowdhury, A., Beitzel, S., Jensen, E., Sai-lee, M., Grossman, D. A., Frieder, O., McCabe, M. C., and Holmes, D. O., "IIT TREC-9 - Entity Based Feedback with Fusion," NIST Special Publication 500--249: The Ninth Text REtrieval Conference (TREC-9).
[8]
Aljlayl, M., Beitzel, S., Jensen, E., Chowdhury, A., Holmes, D., Lee, M., Grossman, D., and Frieder, O., "IIT at TREC-10," NIST Special Publication 500--250: The Tenth Text REtrieval Conference (TREC 2001).
[9]
Hawking, D., Voorhees, E., Craswell, N., and Bailey, P., "Overview of the TREC-8 Web Track," NIST Special Publication 500-246: The Eighth Text Retrieval Conference (TReC 8).
[10]
Hawking, D., "Overview of the TREC-9 Web Track," NIST Special Publication 500--249: The Ninth Text REtrieval Conference (TREC-9).
[11]
Voorhees, E. M., and Harman, D., "Overview of TREC 2001," NIST Special Publication 500--250: The Tenth Text REtrieval Conference (TREC 2001).
[12]
Hawking, D., and Craswell, N., "Overview of the TREC-2001 Web Track," NIST Special Publication 500--250: The Tenth Text REtrieval Conference (TREC 2001).

Cited By

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  • (2007)Exploiting parallelism to support scalable hierarchical clusteringJournal of the American Society for Information Science and Technology10.1002/asi.2059658:8(1207-1221)Online publication date: 23-Apr-2007
  • (2006)On mediated search of the united states holocaust memorial museum dataProceedings of the 6th international conference on Next Generation Information Technologies and Systems10.1007/11780991_4(38-46)Online publication date: 4-Jul-2006

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cover image ACM Conferences
CIKM '03: Proceedings of the twelfth international conference on Information and knowledge management
November 2003
592 pages
ISBN:1581137230
DOI:10.1145/956863
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: 03 November 2003

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  1. independent industrial evaluation
  2. information retrieval

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Cited By

View all
  • (2007)Exploiting parallelism to support scalable hierarchical clusteringJournal of the American Society for Information Science and Technology10.1002/asi.2059658:8(1207-1221)Online publication date: 23-Apr-2007
  • (2006)On mediated search of the united states holocaust memorial museum dataProceedings of the 6th international conference on Next Generation Information Technologies and Systems10.1007/11780991_4(38-46)Online publication date: 4-Jul-2006

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