A survey on driving behavior analysis in usage based insurance using big data. - Subramanian Arumugam 003; R. Bhargavi (J. Big Data, 2019)

Road Rage and Aggressive Driving Behaviour Detection in Usage-Based Insurance Using Machine Learning. - Subramanian Arumugam 003; R. Bhargavi (Int. J. Softw. Innov., 2023)

Generative AI and Online Learning Based Road Rage and Aggressive Driving Detection. - Subramanian Arumugam 003; R. Bhargavi (Int. J. Intell. Transp. Syst. Res., 2025)