| Automating the assignment of submitted manuscripts to reviewers |
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Annual ACM Conference on Research and Development in Information Retrieval
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Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
table of contents
Copenhagen, Denmark
Pages: 233 - 244
Year of Publication: 1992
ISBN:0-89791-523-2
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Downloads (6 Weeks): 8, Downloads (12 Months): 51, Citation Count: 17
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ABSTRACT
The 117 manuscripts submitted for the Hypertext '91 conference were assigned to members of the review committee, using a variety of automated methods based on information retrieval principles and Latent Semantic Indexing. Fifteen reviewers provided exhaustive ratings for the submitted abstracts, indicating how well each abstract matched their interests. The automated methods do a fairly good job of assigning relevant papers for review, but they are still somewhat poorer than assignments made manually by human experts and substantially poorer than an assignment perfectly matching the reviewers' own ranking of the papers. A new automated assignment method called “n of 2n” achieves better performance than human experts by sending reviewers more papers than they actually have to review and then allowing them to choose part of their review load themselves.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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Applegate, D., and Cook, W. (1992). Solving large-scale matching problems. Paper to appear.
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Deerwester, S., Dumais, S.T., Landauer, T.K., Furnas, G.W., and Harshman, R.A. (1990). Indexing by latent semantic analysis. Journal of the Society for Information Science 41, 6, 391-407.
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Dumais, S.T. (1991). improving the retrieval of information from external sources. Behavior Research Methods, Instruments and Computers, 23, 2, 229-236.
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Edmonds, J. (1965). Maximum matching and a polyhedron with 0,1 - vertices. Journal of Research of the National Bureau of Standards 69B, 125-130.
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Fumas, G.W. (1991 ). Personal communication.
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G. W. Furnas , S. Deerwester , S. T. Dumais , T. K. Landauer , R. A. Harshman , L. A. Streeter , K. E. Lochbaum, Information retrieval using a singular value decomposition model of latent semantic structure, Proceedings of the 11th annual international ACM SIGIR conference on Research and development in information retrieval, p.465-480, May 1988, Grenoble, France
[doi> 10.1145/62437.62487]
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Kane-Esrig, Y., Casella, G., Dumais, S.T., and Streeter, L.A. (1989). Ranking documents for retrieval by modeling of a relevance density. In Proceedings of the 12th IRIS Conference (Information System Research Seminar In Scandinavia), Skagen, Denmark, August 1989.
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Lesk, M.E., and Salton, G. (1969). Relevance assessments and retrieval system evaluation, information Storage and Retrieval 4, 343-359.
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CITED BY 17
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Michael W. Berry , Susan T. Dumais , Todd A. Letsche, Computational Methods for Intelligent Information Access, Proceedings of the 1995 ACM/IEEE conference on Supercomputing (CDROM), p.20, December 04-08, 1995, San Diego, California, United States
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Inien Syu , S. D. Lang , Narsingh Deo, Incorporating latent semantic indexing into a neural network model for information retrieval, Proceedings of the fifth international conference on Information and knowledge management, p.145-153, November 12-16, 1996, Rockville, Maryland, United States
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