In order to improve the prediction accuracy of gas emission in the mining face. a method combining least absolute value convergence and selection operator (LASSO). whale optimization algorithm (WOA). and extreme gradient boosting (XGBoost) was proposed. https://www.jmannino.com/quick-save-Arcade-Smokey-Bear-Belt-p10222-great-pick/