Research on classification method of high-dimensional class-imbalanced datasets based on SVM

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.1K citations

Data Classification, Support Vector Machine, Classification Method +15

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 29.6K citations · Full text

An introduction to ROC analysis

Tom Fawcett · Pattern Recognition Letters · 2005 · 20.5K citations

Data Classification, Classification Method, Engineering +8

Gene Selection for Cancer Classification using Support Vector Machines

Isabelle Guyon, Jason Weston, S. Barnhill et al. · Machine Learning · 2002 · 9.6K citations · Full text

Regression Shrinkage and Selection via The Lasso: A Retrospective

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2011 · 3.6K citations

Sparse Representation, Engineering, High-dimensional Method +8