Classification metrics for harsh acceleration events per 100 km.

Source publication

Figure 7. (a) ROC curve for the GB classifier; (b) ROC curve for the...

Figure 9. (a) ROC curve for the GB classifier; (b) ROC curve for the...

Descriptive statistics for input variables.

Classification metrics for the developed classifiers for harsh...

Modeling and Sustainability Implications of Harsh Driving Events: A Predictive Machine Learning Approach

Article

Full-text available

Jul 2024

Antonis Kostopoulos
Thodoris Garefalakis
Eva Michelaraki
[...]
George Yannis

Human behavior significantly contributes to severe road injuries, underscoring a critical road safety challenge. This study addresses the complex task of predicting dangerous driving behaviors through a comprehensive analysis of over 356,000 trips, enhancing existing knowledge in the field and promoting sustainability and road safety. The research...