Publications

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

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

Reconstructing mobility from smartphone data: Empirical evidence of the effects of COVID-19 pandemic crisis on working and leisure

V Mourtakos, EG Mantouka, P Fafoutellis, EI Vlahogianni, K Kepaptsoglou

Transport Policy 146, 241-254, 2024

#Transport Planning, #mobility patterns, #machine learning, #data analysis, #smartphone data

Effects of Driving Behavior on Fuel Consumption with Explainable Gradient Boosting Decision Trees

Konstantinou, C., Fafoutellis, P., Mantouka, E. G., Chalkiadakis, C., Fortsakis, P., & Vlahogianni, E. I.

8th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), IEEE, 2023

#Transport Planning, #sustainable mobility, #machine learning, #driving behavior, #data analysis

Travel behavior shifts under extreme system-level disruptions

C Gasparinatou, E Mantouka, EI Vlahogianni, AD Masegosa, L Serrano

Transportation Research Procedia 72, 1420-1426, 2023

#Transport Planning, #mobility patterns, #physical infrastructure, #public transport, #transport infrastructure, #travel behavior

Investigating the impacts of the COVID-19 pandemic on Eco-driving behaviors

Fafoutellis, P., Mantouka, E. G., Vlahogianni, E. I., & Fortsakis, P.

Safety Science, 166, 106251, 2023

#Traffic Modeling, #driving behavior, #sustainable mobility, #profiling, #machine learning

Impact assessment in the era of multimodality and cooperation in transport

Mantouka, E., Fafoutellis, P., Katzilieris, K., Vlahogianni, E., & Hoogendoorn-Lanser, S.

Transportation Research Procedia 72, 3964-3971, 2023

#Transport Planning, #physical infrastructure, #impact assessment, #digital infrastructure, #data analysis

Understanding user perception and feelings for autonomous mobility on demand in the COVID-19 pandemic era

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

Transportation Research Interdisciplinary Perspectives16, 100692, 2022

#Traffic Modeling, #mobility services, #autonomous vehicles, #data analysis, #stated preferences