Publications

Acceptability modeling of autonomous mobility on-demand services with on-board ride sharing using interpretable Machine Learning

Fafoutellis, P., Mantouka, E. G., Vlahogianni, E. I., & Oprea, G. M.

International Journal of Transportation Science and Technology11(4), 752-766, 2022

#Traffic Modeling, #mobility services, #autonomous vehicles, #machine learning, #explainability, #stated preferences

Effects of controlling aggressive driving behavior on network-wide traffic flow and emissions

FK Adamidis, EG Mantouka, EI Vlahogianni

International Journal of Transportation Science and Technology 9 (3), 263-276, 2022

#Traffic Modeling, #driving behavior, #impact assessment, #microscopic simulation, #profiling, #smartphone data

Deep reinforcement learning for personalized driving recommendations to mitigate aggressiveness and riskiness: Modeling and impact assessment

EG Mantouka, EI Vlahogianni

Transportation Research Part C: Emerging Technologies 142, 103770, 2022

#Traffic Modeling, #driving behavior, #reinfrocement learning, #microscopic simulation, #impact assessment, #traffic safety

Acceptance of a Pay-How-You-Drive pricing scheme for city traffic: The case of Athens

P Fafoutellis, EG Mantouka, EI Vlahogianni

Transportation Research Part A: Policy and Practice 156, 270-284, 2022

#Traffic Modeling, #driving behavior, #stated preferences, #traffic control

Smartphone sensing for understanding driving behavior: Current practice and challenges

Mantouka E., Barmpounakis E., Vlahogianni E. & Golias J

International Journal of Transportation Science and Technology10(3), 266-282, 2021

#Traffic Modeling, #driving behavior, #smartphone data, #traffic safety, #data analysis

Deep survival analysis of searching for on-street parking in urban areas

EG Mantouka, P Fafoutellis, EI Vlahogianni

Transportation Research Part C: Emerging Technologies 128, 103173, 2021

#Transport Planning, #survival analysis, #parking, #data analysis, #smartphone data

Eco-driving and its impacts on fuel efficiency: An overview of technologies and data-driven methods

P Fafoutellis, EG Mantouka, EI Vlahogianni

Sustainability 13 (1), 226, 2020

#Traffic Modeling, #data analysis, #driving behavior, #machine learning, #sustainable mobility

Identifying driving safety profiles from smartphone data using unsupervised learning

EG Mantouka, EN Barmpounakis, EI Vlahogianni

Safety Science 119, 84-90

#Traffic Modeling, #driving behavior, #traffic safety, #smartphone data, #machine learning

Gamification in mobile applications: The case of airports

EG Mantouka, EN Barmpounakis, CP Milioti, EI Vlahogianni

Journal of Intelligent Transportation Systems 23 (5), 417-426

#Transport Planning, #intelligent transportation systems, #smartphone data, #stated preferences, #transport