The number of classes as a source for instability of decision tree algorithms in high dimensional datasets
Author:
Publisher
Springer Science and Business Media LLC
Subject
Artificial Intelligence,Linguistics and Language,Language and Linguistics
Link
http://link.springer.com/content/pdf/10.1007/s10462-012-9374-7.pdf
Reference15 articles.
1. Batista GEAPA, Prati RC, Monard MC (2004) A study of the behavior of several methods for balancing machine learning training data. SIGKDD Explor Newsl 6(1):20–29
2. Bousquet O, Elisseeff A (2002) Stability and generalization. J Mach Learn Res 2:499–526
3. Breiman L (1996a) Heuristics of instability and stabilization in model selection. Ann Stat 24(6):2350–2383
4. Breiman L (1996b) Technical note: some properties of splitting criteria. Mach Learn 24(1):41–47. doi: 10.1023/A:1018094028462
5. Breiman L, Friedman J, Olshen R, Stone C (1984) Classification and regression tress. Wadsworth & Books, Pacific Grove, CA
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