Caroline Mongina Matara

Hybrid feature selection-based machine learning Classification system for the prediction of injury severity in single and multiple-vehicle accidents

Shuguang Zhang, Afaq Khattak, Caroline Mongina Matara et al. · PLoS ONE · 2022 · 56 citations · Full text

Interpretable Dynamic Ensemble Selection Approach for the Prediction of Road Traffic Injury Severity: A Case Study of Pakistan’s National Highway N-5

Afaq Khattak, Hamad Almujibah, Ahmed S. Elamary et al. · Sustainability · 2022 · 30 citations · Full text

Engineering, Machine Learning, Safety Science +28

Ensemble-based model selection for imbalanced data to investigate the contributing factors to multiple fatality road crashes in Ghana

Mahama Yahaya, Runhua Guo, Xinguo Jiang et al. · Accident Analysis & Prevention · 2020 · 19 citations

Imbalanced Data, Engineering, Data Science +10

Missed Approach, a Safety-Critical Go-Around Procedure in Aviation: Prediction Based on Machine Learning-Ensemble Imbalance Learning

Afaq Khattak, Pak Wai Chan, Feng Chen et al. · Advances in Meteorology · 2023 · 13 citations · Full text

Prediction of Vehicle-induced Air Pollution based on Advanced Machine Learning Models

Caroline Mongina Matara, Simpson Nyambane Osano, Amir Yusuf et al. · Engineering Technology & Applied Science Research · 2024 · 11 citations · Full text