Concepedia

Machine Learning from Imbalanced Data Sets 101

The Faculty Digital Archive (New York University) · 2008 · 391 citations · 6 references

Open access

Concepts

ComputingComputer ScienceData MiningMachine LearningStatistical LearningClassificationData CleaningData PreprocessingEnsemble LearningEnsemble MethodsRepresentation LearningClass ImbalanceClass Imbalance LearningMachine Learning Classification

Abstract

Invited paper for the AAAI'2000 Workshop on Imbalanced Data Sets.

References

6

Robust Classification for Imprecise Environments

Foster Provost, Tom Fawcett · Machine Learning · 2001 · 1.2K citations · Full text

Computing, Computer Science, Decision Analysis +15

Analysis and visualization of classifier performance: comparison under imprecise class and cost distributions

Foster Provost, Tom Fawcett · 1997 · 724 citations

Computing, Computer Science, Data Science +14

Efficient progressive sampling

Foster Provost, David Jensen, Tim Oates · 1999 · 357 citations · Full text

Computing, Computer Science, Data Mining +5

Exploiting the Cost (In)sensitivity of Decision Tree Splitting Criteria

Chris Drummond, Robert C. Holte · 2000 · 202 citations

Business, Decision Sciences, Decision Support Systems +13

Robust classification systems for imprecise environments

Foster Provost, Tom Fawcett · 1998 · 121 citations

Computing, Computer Science, Automation +13