Man pages for nunompmoniz/autoresampling
Automated Resampling Strategies for Imbalanced Learning

ATOMICAutomated Imbalanced Classification
attrWithOutliers1. Attributes with outliers
classNamesReturns the names of classes
ClassPD16. Percentual Difference by Class (PDC) F1, F2 and F3
cv.foldsCreate cross validation folds
cv.shuffleRandomly shuffle the data
eval.funcEvaluation function to assess predictive ability of models
fscoreCalculates the F1-Score for a pair set of true and predicted...
getMetaFeaturesMeta-Feature Description
kf_xvalk-fold cross validation
landmarker.nbNaive Bayes Landmarkers
landmarker.tree17. Landmarkers Trees, NB
measOverlap15. Measures of Overlapping F1, F2 and F3
percDiffPercentual Difference
predict.atomicPrediction method for the ATOMIC method
rs.AdasynADASYN
rs.ENNEdited Nearest Neighbour
rs.ImpSampImportance Sampling
rs.RandOverRandom Oversampling
rs.RandUnderRandom Undersampling
rs.SMOTESynthetic Minority Over-sampling Technique (SMOTE)
rs.TomekUnderUndersampling with Tomek links
statsALL_NumAttrs8-12. Eval all the following metrics on Numeric Attributes...
statsCor_NumAttrs2. Correlation between Numeric Attributes min, max, mean, sd,...
statsCoV_NumAttrs7. Coefficient of Variation min, max, mean, sd, var, hist
statsEnt13. Entropy (Empirical) of Attributes min, max, mean, sd,...
statsGKur_NumAttrs4. Geary's Kurtosis of Numeric Attributes min, max, mean, sd,...
statsIQR_NumAttrs3. Interquartile Range (IQR) min, max, mean, sd, var, hist
statsMAS_NumAttrs9. Maximum Asymmetry Score (MAS) between Numeric Attributes...
statsMCN_NumAttrs11. Minimum Cell Number (MCN) between Numeric Attributes min,...
statsMEV_NumAttrs10. Maximum Edge Value (MEV) between Numeric Attributes min,...
statsMIC_NumAttrs8. Maximal Information Coefficient (MIC) between Numeric...
statsMuI14. Mutual Information of Attributes min, max, mean, sd, var,...
statsPKur_NumAttrs5. Pearson's Kurtosis of Numeric Attributes min, max, mean,...
statsSkew_NumAttrs6. Skewness of Numeric Attributes min, max, mean, sd, var,...
statsTIC_NumAttrs12. Total Information Coefficient (TIC) between Numeric...
wf.NaiveBayesNaive Bayes (Landmarker)
wf.RandomForestWorkflow with Random Forest learning algorithm
wf.TreeDecision Tree (Landmarker)
nunompmoniz/autoresampling documentation built on April 26, 2021, 4:43 a.m.