id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
ajst-31217	Zhang, Yining; Wang, Yimeng	A Study of a Prediction Framework Incorporating Random Forests and Gradient Boosting Trees	2025	6	.pdf	application/pdf	3477	171	50	With the continuous increase of data dimensions, how to efficiently mine the potential associations among features and improve the generalisation ability of prediction models becomes a research challenge. In addition, this study constructs a gradient boosting tree model and combines it with SHAP value analysis, iterative fitting of residuals to improve prediction accuracy, and hyperparameter tuning to further optimise model performance.	cache/ajst-31217.pdf	txt/ajst-31217.txt