openalexJournal of Computing and Electronic Information Management2026-07-23
Application and Analysis of XGBoost Models Optimized with TPE in Complex System Prediction
This paper proposes an XGBoost model based on TPE hyperparameter optimization for constructing a system effectiveness prediction framework, focusing on integrating precise prediction with interpretable analysis. First, TPE algorithm-based hyperparameter optimization enhances the…