data(BreastCancer)
2. Zhang,J. (1992). Selecting typical instances in instance-based learning. In Proceedings of the Ninth International Machine Learning Conference (pp. 470-479). Aberdeen, Scotland: Morgan Kaufmann. - Size of data set: only 369 instances (at that point in time) - Applied 4 instance-based learning algorithms - Collected classification results averaged over 10 trials - Best accuracy result: - 1-nearest neighbor: 93.7% - trained on 200 instances, tested on the other 169 - Also of interest: - Using only typical instances: 92.2% (storing only 23.1 instances) - trained on 200 instances, tested on the other 169
Newman, D.J. & Hettich, S. & Blake, C.L. & Merz, C.J. (1998). UCI Repository of machine learning databases [http://www.ics.uci.edu/~mlearn/MLRepository.html]. Irvine, CA: University of California, Department of Information and Computer Science.