Abstract
This paper describes a Memory-Based Reasoning application that generates candidate classifications to aid editors in allocating abstracts of judicial opinions among the 82,000 classes of a legal classi fication scheme. Using a training collection of more than 20 million previously classified abstracts, the application provides ranked lists of candidate classifications for new abstracts. These lists proved to contain highly relevant classes and integrating this application into the editorial environment should materially improve the efficiency of the work of classifying the new abstracts.
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References
D. W. Aha, D. Kibler, and M. K. Albert. Instance-based learning algorithms. Machine Learning, (6):37–66, 1991.
J. P. Callan, W. B. Croft, and S. M. Harding. The inquery retrieval system. In Proceedings of the Third International Conference on Database and Expert Systems Applications, pages 78–83, Valencia, Spain, 1992. Springer-Verlag.
W. Cohen and Y. Singer. Context-sensitive learning methods for text categorization. In Proceedings of the Nineteenth Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Zürich, Switzerland, 1996.
W. Cohen and H. Hirsh. Joins that generalize: Text Classification using whirl. In Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98), pages 169–173, New York City, New York, 1998. AAAI Press.
R. H. Creecy, B. M. Masand, S. J. Smith, and D. L. Waltz. Trading MIPS and memory for knowledge engineering: Classifying census returns on the connection machine. Communication of the ACM, (35):45–63, July 1992.
B. V. Dasrathy,editor. Nearest Neighbor (NN) Norms: NN Pattern Classification Techniques. IEEE Computer Society Press, 1990.
P. Hayes and S. Weinstein. CONSTRUE/TIS: a system for content-based indexing of a database of news stories. In Second Annual Conference on Innovative Applications of Artificial Intelligence, 1990.
L. S. Larkey and W. B. Croft. Combining Classifiers in text categorization. In Proceedings of the Nineteenth Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Zürich, 1996.
D. D. Lewis. Feature selection and feature extraction for text categorization. In Proceedings of Speech and Natural Language Workshop, Arden House, 1992.
B. Masand, G. Linoff, and D. Waltz. Classifying News Stories using Memory Based Reasoning. Copenhagen, 1992.
M. F. Porter. An algorithm for suffix stripping. Program, 14(3):130–137, July 1980.
G. Salton. Automatic Text Processing: the Transformation, Analysis and Retrieval of Information by Computer. Addison Wesley, 1989.
C. Standfill and D. Waltz. Toward memory-based reasoning. Communications of the ACM, 29(12):1213–1228, December 1986.
H. Turtle. Inference Networks for Document Retrieval. PhD thesis, Computer and Information Science Department, University of Massachussetts, October 1990.
Y. Yang. Expert network: Effective and Efficient learning from human decisions in text categorization and retrieval. In Proceedings of the Seventeenth Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 1994.
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© 1999 Springer-Verlag Berlin Heidelberg
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Yang-Stephens, B., Swope, M.C., Locke, J., Moulinier, I. (1999). Computer-Assisted Classification of Legal Abstracts. In: Hand, D.J., Kok, J.N., Berthold, M.R. (eds) Advances in Intelligent Data Analysis. IDA 1999. Lecture Notes in Computer Science, vol 1642. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48412-4_37
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DOI: https://doi.org/10.1007/3-540-48412-4_37
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