Redefining Multimodal Microscopic Traffic Modeling with Information‐Theoretic Influence Areas and Self‐Supervised Learning Eleni G. Mantouka, Panagiotis Fafoutellis, Eleni I. Vlahogianni Physica A: Statistical Mechanics and its Applications, 682, Article 131151 #Traffic Modeling, #car following model, #complex interactions, #connected and autonomous vehicles, #artificial intelligence
A multi-agent reinforcement learning framework for integrated traffic signal control and dynamic bus lane access management Konstantinos Katzilieris, Emmanouil Kampitakis, Eleni I. Vlahogianni Transportation Research Part C: Emerging Technologies
From Travel Times to Lane-Based Hourly Traffic Flow: An Explainable Machine Learning Framework Charis Chalkiadakis & Eleni I. Vlahogianni Data Science for Transportation 7, 18, 2025 #Traffic Forecasting, #smartphone data, #trajectory data, #data analysis, #machine learning
Reinforcement Learning control in complex freeway weaving sections under mixed traffic and platoon formation Anastasios Bithas, Emmanouil Kampitakis, Eleni I. Vlahogianni Transportation Letters: the International Journal of Transportation Research, 2025 #reinforcement learning
Revisiting the Non-recurrent Traffic Incident Identification Problem for Real-Time Applications Using Theory-Aware Unsupervised Learning Papadatou, K. Ν., Fafoutellis, P., & Vlahogianni, E. I. Data Science for Transportation, 7(2), 12, 2025 #Traffic Forecasting, #incident detection, #traffic flow theory, #traffic monitoring, #machine learning
Quantum neural networks with data re-uploading for urban traffic time series forecasting Schetakis, N., Bonfini, P., Alisoltani, N., Blazakis, K., Tsintzos, S. I., Askitopoulos, A., Aghamalyan, D., Fafoutellis, P. & Vlahogianni, E. I. Scientific Reports, 15(1), 19400, 2025 #Traffic Forecasting
Mixed traffic microscopic interactions modelling in shared space using machine learning E Mantouka, E Kampitakis, P Fafoutellis, E Vlahogianni Advances in Transportation Studies 65, 2025 #Traffic Modeling, #shared space, #complex interactions, #data analysis, #machine learning, #explainability
Leveraging multisource data for οff-street parking occupancy prediction: A twofold analysis K Vakrinou, EG Mantouka, EI Vlahogianni International Journal of Transportation Science and Technology, 2025 #Transport Planning, #parking, #data analysis, #machine learning, #time series analysis, #multimodality
Predicting Demand and Supply in a Real-Time Traffic Management Framework A Tympakianaki, M Rahimiasl, C Chalkiadakis, M Dominguez, ... Transport Research Arena Conference, 356-362, 2025