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. 2022 Oct 19;11:giac097. doi: 10.1093/gigascience/giac097

Table 2.

Main characteristics of the considered classification models

Model Type Feature importance API
Logistic regression Generalized linear model Yes
Support vector machine Supervised learning model constructing the separating manifold Only for linear kernel
XGBoost Gradient-boosted decision tree ensemble Yes
CatBoost Gradient-boosted decision tree ensemble Yes
LightGBM Gradient-boosted decision tree ensemble Yes
TabNet Deep neural network Yes
NODE Gradient-boosted decision tree ensemble No