Effects of Driving Behavior on Fuel Consumption with Explainable Gradient Boosting Decision Trees
8th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), IEEE, 2023
Projects
Publications
Investigating the impacts of the COVID-19 pandemic on Eco-driving behaviors
Safety Science, 166, 106251, 2023
Identifying the automated vehicle's driving policy in the vicinity of pedestrians
Transportation research procedia 72, 3387-3394, 2023
Effects of controlling aggressive driving behavior on network-wide traffic flow and emissions
International Journal of Transportation Science and Technology 9 (3), 263-276, 2022
Deep reinforcement learning for personalized driving recommendations to mitigate aggressiveness and riskiness: Modeling and impact assessment
Transportation Research Part C: Emerging Technologies 142, 103770, 2022
Acceptance of a Pay-How-You-Drive pricing scheme for city traffic: The case of Athens
Transportation Research Part A: Policy and Practice 156, 270-284, 2022
Smartphone sensing for understanding driving behavior: Current practice and challenges
International journal of transportation science and technology, 10(3), 266-282., 2021
Temporal analysis of driving efficiency using smartphone data
Accident Analysis & Prevention 154, 106081, 2021
Eco-driving and its impacts on fuel efficiency: An overview of technologies and data-driven methods
Sustainability 13 (1), 226, 2020
Identifying driving safety profiles from smartphone data using unsupervised learning
Safety Science 119, 84-90, 2019
Driving analytics using smartphones: Algorithms, comparisons and challenges
Transportation Research Part C: Emerging Technologies 79, 196-206, 2017
PHD Theses
Diploma Theses
Reinforcement learning algorithms for improving driving behavior
2019, (Analysis Methods in Traffic Engineering)
