LightGBM
Pairings in the atlas
- Gradient-based one-side samplingstandardLarge tabular predictionmachine-learning
- Histogram leaf-wise growthstandardLarge tabular predictionmachine-learning
Rivals: other methods for the same problems
- AdaBoost
- C4.5
- CART
- CatBoost
- Core vector machine
- Decision tree
- Ensemble selection
- Extremely randomized trees
- Gaussian process classification
- Gradient boosting
- K-nearest neighbors
- Kernel Fisher discriminant
- Kernel density classification
- Kernel logistic regression
- Kernel perceptron
- Least-squares SVM
- Logistic regression
- Maximum entropy classifier
- Naive Bayes
- Passive-aggressive
- Pegasos
- Perceptron
- Random forest
- Stacking