Abstract: Port congestion and prolonged ship waiting times pose challenges for global trade and increase operational costs and inefficiencies. In this study, a novel machine learning-based predictive ...
Illustration taken in Frankfurt am Main, western Germany, on January 22, 2026, shows the logo of US social news aggregations Reddit on a smartphone screen and Reddit logo on a laptop screen. Kirill ...
The construction of sustainable road infrastructures has become an issue of concern to the international community. Road infrastructures require a large amount of non-renewable resources during the ...
Characteristics of applied AI algorithms The most frequently used AI algorithm was RF (Random Forest), employed in 7 (70%) of the studies. Various boosting algorithms, such as GBM, AdaBoost, LightGBM, ...
XGBoost / LightGBM / CatBoost Neural Networks ARIMA & Time Series Models Most Used in Industry (Tabular Data) Linear Regression (baseline) Random Forest Regressor XGBoost Regressor LightGBM Regressor ...
The pipeline automatically loads, cleans, merges, profiles, and feature-engineers the dataset to predict Total Order Value (Revenue) using 10 regression algorithms. It outputs high-resolution ...
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