The MARS model outperformed other machine learning models; however, the LSTM model had the greatest performance among deep learning models. Nonetheless, the MARS model has shown enhanced efficacy in ...

Departing from conventional GRU forecasting approaches, this algorithm employs GRU for flow series feature reconstruction and XGBoost ... of the model, from imputation of missing values in time series ...

So, this paper aims to use XGBoost to forecast the default ... gradient tree boosting algorithms for the following reasons: 1) The regular term has been added to the cost function of XGboost to ...