Evaluation of decision trees: a multi-criteria approach

Bradley, 1997, The use of area under ROC curve in the evaluation of machine learning algorithms, Pattern Recognition Letters, 30, 1145, 10.1016/S0031-3203(96)00142-2 Bohanec, 1994, Trading accuracy for simplicity in decision trees, Machine Learning, 15, 223, 10.1007/BF00993345 Piatetsky-Shapiro, 2001, Measuring lift quality in database marketing, SIGKDD Explorations, 2, 76, 10.1145/380995.381018 Berry, 2000 Han, 2001 Lim, 2000, A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms, Machine Learning, 40, 203, 10.1023/A:1007608224229 Garofalakis M, Hyun D, Rastogi R, Shim K. Efficient Algorithms for Constructing Decision Trees with Constraints. Proceedings of the 6th ACM SIGKDD International Conference on Data Mining and Knowledge Discovery (KDD-2000), Boston, MA, 2000. p. 335–9. Provost F, Fawcett T, Kohavi R. The Case Against Accuracy Estimation for Comparing Induction Algorithms. In: Shavlik J, editor. Proceedings of the Fifteenth International Conference on Machine Learning (ICML98), San Francisco, CA: Morgan Kaufmann, 1998. p. 445–53. Gersten W, Wirth R, Arndt D. Predictive Modeling in Automotive Direct Marketing: Tools, Experiences and Open Issues. Proceedings of the 6th ACM SIGKDD International Conference on Data Mining and Knowledge Discovery (KDD-2000), Boston, MA, 2000. p. 398–406. Kim, 1995, Theory and practice of decision tree induction, Omega, 23, 637, 10.1016/0305-0483(95)00036-4 Esposito, 1997, A Comparative Analysis of Methods for Pruning Decision Trees, IEEE Transactions on Pattern Analysis and Machine Intelligence, 19, 476, 10.1109/34.589207 Saaty, 1980 Bryson, 1995, A Goal Programming for Generating Priority Vectors, Journal of the Operational Research Society, 46, 641, 10.1057/jors.1995.88 Bryson, 1995, Modelling pairwise comparisons on ratio scales, European Journal of Operational Research, 83, 639, 10.1016/0377-2217(93)E0151-M Bryson, 2000, Generating consensus priority interval vectors for group decision making in the AHP, Journal of Multi-Criteria Decision Analysis, 9, 127, 10.1002/1099-1360(200007)9:4<127::AID-MCDA261>3.0.CO;2-2