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Author

Manan Bhasin

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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. · 0 citations

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