C4.5 and Imbalanced Data sets: Investigating the eect of sampling method, probabilistic estimate, and decision tree structure
暂无分享,去创建一个
[1] Catherine Blake,et al. UCI Repository of machine learning databases , 1998 .
[2] Andrew P. Bradley,et al. The use of the area under the ROC curve in the evaluation of machine learning algorithms , 1997, Pattern Recognit..
[3] JapkowiczNathalie,et al. The class imbalance problem: A systematic study , 2002 .
[4] Bianca Zadrozny,et al. Learning and making decisions when costs and probabilities are both unknown , 2001, KDD '01.
[5] Pedro M. Domingos,et al. Tree Induction for Probability-Based Ranking , 2003, Machine Learning.
[6] Steven Salzberg,et al. A Weighted Nearest Neighbor Algorithm for Learning with Symbolic Features , 2004, Machine Learning.
[7] Moninder Singh,et al. Learning Goal Oriented Bayesian Networks for Telecommunications Risk Management , 1996, ICML.
[8] Susan T. Dumais,et al. Inductive learning algorithms and representations for text categorization , 1998, CIKM '98.
[9] Dunja Mladenic,et al. Feature Selection for Unbalanced Class Distribution and Naive Bayes , 1999, ICML.
[10] Stan Matwin,et al. Machine Learning for the Detection of Oil Spills in Satellite Radar Images , 1998, Machine Learning.
[11] David D. Lewis,et al. A comparison of two learning algorithms for text categorization , 1994 .
[12] J A Swets,et al. Measuring the accuracy of diagnostic systems. , 1988, Science.
[13] Gary M. Weiss. Learning with Rare Cases and Small Disjuncts , 1995, ICML.
[14] James Cussens. Bayes and Pseudo-Bayes Estimates of Conditional Probabilities and Their Reliability , 1993, ECML.
[15] J. Ross Quinlan,et al. C4.5: Programs for Machine Learning , 1992 .
[16] Nitesh V. Chawla,et al. SMOTE: Synthetic Minority Over-sampling Technique , 2002, J. Artif. Intell. Res..
[17] Carey E. Priebe,et al. COMPARATIVE EVALUATION OF PATTERN RECOGNITION TECHNIQUES FOR DETECTION OF MICROCALCIFICATIONS IN MAMMOGRAPHY , 1993 .
[18] Mark R. Wade,et al. Construction and Assessment of Classification Rules , 1999, Technometrics.
[19] Tom Fawcett,et al. Combining Data Mining and Machine Learning for Effective User Profiling , 1996, KDD.
[20] Nathalie Japkowicz,et al. The class imbalance problem: A systematic study , 2002, Intell. Data Anal..