Open access
Jul 2026
Human Error Analysis in Maritime Accidents: A Hybrid Machine Learning Approach for Enhanced Predictive Modeling
An advanced classification model that combines Random Forest, Gradient Boosting, XGBoost, LightGBM, and neural networks through a soft voting ensemble mechanism is developed, indicating that specific human element factors have significant correlations with particular accident types.
P. Nigam, N. Anand, Manan Bhasin et al.
· International journal of com... · 0 citations