Learning when Training Data are Costly: The Effect of Class Distribution on Tree Induction (2002)

by Gary M. Weiss , Foster Provost
Citations:109 - 9 self

Active Bibliography

5 The Effect Of Small Disjuncts And Class Distribution On Decision Tree Learning – Gary Mitchell Weiss - 2003
82 The Effect of Class Distribution on Classifier Learning: An Empirical Study – Gary Weiss, Foster Provost - 2001
57 Learning from imbalanced data – Haibo He, Edwardo A. Garcia - 2009
5 Evaluation of Classifiers for an Uneven Class Distribution Problem – Sophia Daskalaki, Ioannis Kopanas, Nikolaos Avouris - 2006
Contents lists available at SciVerse ScienceDirect Information Sciences – unknown authors
62 Tree induction vs. logistic regression: A learning-curve analysis – Claudia Perlich, Foster Provost, Jeffrey S. Simonoff - 2001
3 Bayesian formulations of multiple instance learning with applications to general object recognition – Hendrik Kück - 2004
111 Mining with Rarity: A Unifying Framework – Gary M. Weiss
42 Exploratory Under-Sampling for Class-Imbalance Learning – Xu-ying Liu, Jianxin Wu, Zhi-hua Zhou
130 Tree Induction for Probability-based Ranking – Foster Provost , Pedro Domingos - 2002
Ensembles of α-Trees for Imbalanced Classification Problems – Yubin Park, Student Member, Joydeep Ghosh
16 Does cost-sensitive learning beat sampling for classifying rare classes – Kate Mccarthy, Bibi Zabar, Gary Weiss - 2005
2 Many Are Better Than One: Improving Probabilistic Estimates From Decision Trees – Nitesh V. Chawla
17 Structural Event Detection for Rich Transcription of Speech – Yang Liu - 2004
This article has been accepted for publication in a future issue of this journal, but has not been fully edited. Content may change prior to final publication. RE-SUBMITTED (TKDE-2012-04-0282.R1) TO IEEE TRANSACTION ON KNOWLEDGE AND DATA ENGINEERING 1 MWM – Sukarna Barua, Md. Monirul Islam, X. Yao, K. Murase
20 Volume Under the ROC Surface for Multi-class Problems. Exact Computation and Evaluation of Approximations – C. Ferri, J. Hernández-orallo, M.A. Salido - 2003
13 Learning with Skewed Class Distribution – Maria Carolina Monard - 2002
118 Editorial: special issue on learning from imbalanced data sets – Nitesh V. Chawla, Nathalie Japkowicz - 2004