ACL'99 tutorial, Antal van den Bosch

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References: Statistical pattern recognition

Aha D.W., Kibler D., and Albert M. (1991). Instance-based learning algorithms. Machine Learning, 7, pp. 37-66.

Cover T.M. and Hart P.E. (1967). Nearest neighbor pattern classification. Institute of Electrical and Electronics Engineers Transactions on Information Theory, 13, pp. 21-27.

Devijver, P.A. and J. Kittler. (1980). On the edited nearest neighbor rule. In Proceedings of the Fifth International Conference on Pattern Recognition. The Institute of Electrical and Electronics Engineers.

Devijver P..A. and Kittler J. (1982). Pattern recognition. A statistical approach. Prentice-Hall, London, UK.

Duda R. and Hart P. (1973). Pattern classification and scene analysis. Wiley and Sons, New York.

Dudani, S.A. (1976). The distance-weighted k-nearest neighbour rule. IEEE Transactions on Systems, Man, and Cybernetics, 6, 325-327.

Fix, E. and J.L. Hodges (1952). Disciminatory analysis - nonparametric discrimination; consistency properties. Technical Report Project 21-49-004, Report No. 4, USAF School of Aviation Medicine.

Gates, G.W. (1972). The reduced nearest neighbor rule. IEEE Transactions on Information Theory, 18, pp. 431-433.

Hart, P.E. (1968). The condensed nearest neighbor rule. IEEE Transactions on Information Theory, 14, pp. 515-516.

Shepard, D. (1968). A two-dimensional interpolation function for irregularly spaced data. In Proceedings of the 23rd National Conference of the ACM, pp. 517-523.

Swonger, C.W. (1972). Sample set condensation for a condensed nearest neighbor decision rule for pattern recognition. In S. Watanabe, editor, Frontiers of Pattern Recognition. Academic Press, Orlando, Fla, pages 511-519.

Tomek, I. (1976). An experiment with the edited nearest-neighbor rule. IEEE Transactions on Systems, Man, and Cybernetics, SMC-6(6), pp. 448-452.

Wilson, D. (1972). Asymptotic properties of nearest neighbor rules using edited data. Institute of Electrical and Electronic Engineers Transactions on Systems, Man and Cybernetics, 2, pp. 408-421.