All functions

kfold

(Un)Stratified k-fold for any type of label

Laurae.lgb.dmat

LightGBM Dataset generation

Laurae.xgb.dmat

xgboost DMatrix generation

Laurae.xgb.train

xgboost Model Trainer

lgb.wrap.loss

LightGBM loss function wrapper

lgb.wrap.metric

LightGBM evaluation metric wrapper

metrics.acc.max

Maximum binary accuracy

metrics.f1.max

Maximum F1 Score (Precision with Sensitivity harmonic mean)

metrics.fallout.max

Minimum Fall-Out (False Positive Rate)

metrics.kappa.max

Maximum Kappa statistic

metrics.logloss

Logarithmic Loss (logloss)

metrics.logloss.solve

Logarithmic Loss Solver

metrics.logloss.unsafe

Logarithmic Loss (logloss)

metrics.mcc.max

Maximum Matthews Correlation Coefficient

metrics.missrate.max

Minimum Miss-Rate (False Negative Rate)

metrics.precision.max

Maximum Precision (Positive Predictive Value)

metrics.sensitivity.max

Maximum Sensitivity (True Positive Rate)

metrics.specificity.max

Maximum Specificity (True Negative Rate)

nkfold

(Un)Stratified Repeated k-fold for any type of label

parallel.csv

Parallel CSV Converter

parallel.destroy

Parallel Destruction

parallel.threading

Parallel Threading Affinity Optimization

sparse.read

SVMLight file reader

sparse.write

SVMLight file writer

xgb.wrap.loss

xgboost loss function wrapper

xgb.wrap.metric

xgboost evaluation metric wrapper