Class Imbalance, Redux

LIBSVM

2011 • 40,614 citations

An Introduction to the Bootstrap

1994 • 39,661 citations

SMOTE: Synthetic Minority Over-sampling Technique

2002 • 23,646 citations

An Introduction to the Bootstrap

1993 • 19,341 citations

Untitled

1996 • 16,093 citations

Bagging predictors

1996 • 14,995 citations

Learning from Imbalanced Data

2009 • 7,864 citations

The class imbalance problem: A systematic study1

2002 • 2,979 citations

Bivariate analysis of sensitivity and specificity produces informative summary measures in diagnostic reviews

2005 • 2,849 citations

Exploratory Undersampling for Class-Imbalance Learning

2008 • 2,265 citations

Addressing the Curse of Imbalanced Training Sets: One-Sided Selection.

1997 • 2,069 citations

Applying Support Vector Machines to Imbalanced Datasets

2004 • 1,114 citations

10 CHALLENGING PROBLEMS IN DATA MINING RESEARCH

2006 • 898 citations

Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval

2006 • 877 citations

C4.5, Class Imbalance, and Cost Sensitivity: Why Under-Sampling beats Over-Sampling

2003 • 852 citations

Experimental perspectives on learning from imbalanced data

2007 • 720 citations

On the Class Imbalance Problem

2008 • 419 citations

Adressing the curse of imbalanced training sets: one-sided selection

1997 • 332 citations

Learning from imbalanced data in surveillance of nosocomial infection

2005 • 238 citations

Roughly balanced bagging for imbalanced data

2009 • 195 citations

EUS SVMs: Ensemble of Under-Sampled SVMs for Data Imbalance Problems

2006 • 107 citations

Asymmetric support vector machines

2008 • 36 citations

Roughly Balanced Bagging for Imbalanced Data

2008 • 35 citations

A Quadratic Mean based Supervised Learning Model for Managing Data Skewness

2011 • 27 citations

Deleted Work

1955 • 0 citations