Items Under Tag: machine learning

cp519 “Driver-vehicle-environment interactions and the safety tolerance zone – i-Dreams” at the Telematics and Improvement of Driver Behavior Workshop organised by NTUA, February 2022.    
pj209 Ziakopoulos A., Vlahogianni E., Antoniou C., Yannis G., “Spatial predictions of harsh driving events using statistical and machine learning methods”, Safety Science, Vol. 150, June 2022.   doi   doi
pj208 Zoupos A., Ziakopoulos A., Yannis G., “Modelling self-reported driver perspectives and fatigued driving via deep learning”, Traffic Safety Research, Vol.1, November 2021.   doi   doi
pc428 Kyriazopoulos V., Orfanou F., Vlahogianni E., Yannis G., “Towards Data Driven Traffic Modelling: Safe Driving Based on Reinforcement Learning”, Proceedings of the 24th IEEE International Conference on Intelligent Transportation Systems (19-22 September 2021).          
pj202 Sekadakis M., Michelaraki E., Katrakazas C., Yannis G., “Analysis of the impact of COVID-19 on collisions, fatalities and injuries using time series forecasting: The case of Greece”, Accident Analysis & Prevention, Vol. 162, November 2021.   doi   doi
pc398 Michelaraki E., Katrakazas C., Brijs T., Yannis G., “Modelling the Safety Tolerance Zone: Recommendations from the i-DREAMS project”, Proceedings of the 10th International Congress on Transportation Research (1-3 September 2021).          
cp496 “Key factors of COVID-19 impact on mobility and safety” at the 29th Annual Conference of the Research Institute of Human Factors in Road Safety, organised by the Faculty of Social Sciences at Bar-Ilan University (July 2021).    
rn122 “Interact – Modeling and simulation of mixed traffic in shared space” for Toyota (2021)
rn121 “DIT4TraM – Distributed Intelligence and Technology for Traffic and Mobility Management” of the Horizon 2020 framework programme on transport research of the European Commission (2021-2024)
rn120 “Tangent – Enhanced data processing techniques for dynamic management of multimodal traffic” of the Horizon 2020 framework programme on transport research of the European Commission (2021-2024)
rn119 “SmartMaps – Smart city mapping for safer and eco driver behaviour through smartphone sensor big data” co-financed by the European Regional Development Fund of the European Union and Greek national funds through the Operational Program “Competitiveness, Entrepreneurship and Innovation”, under the call “RESEARCH-CREATE-INNOVATE” (2021-2023)
pc397 Yang K., Al Haddad C., Yannis G., Antoniou C., “Driving Behavior Safety Levels: Classification and Evaluation”, Proceedings of the 7th IEEE International Conference on Models and Technologies for Intelligent Transportation Systems (16-17 June 2021).          
cp488 “COVID-19 impact on mobility and safety” at the 5th Road Safety Expert Group (RSEG) Meeting on Thematic Area 5 – Transport Safety and COVID-19, May 2021.    
cp484 “Covid-19 impact on mobility and safety” at the Innovation in Road Safety Research Workshop, May 2021.    
cp473 “Smartphone applications for driver safety behaviour support” at the Innovation in Road Safety Research Workshop, May 2021.    
cp472 “Smart city mapping for safer and eco driver behaviour” at the Innovation in Road Safety Research Workshop, May 2021.    
cp471 “Driver-vehicle-environment interactions and safety tolerance” at the Innovation in Road Safety Research Workshop, May 2021.    
cp469 “Shared Automation Operating Models for Worldwide Adoption” at the Innovation in Road Safety Research Workshop, May 2021.    
cp458 “Conducting spatial predictions of driver behavior using multi-parametric data” at the PIONEERing Solutions for the Smart City Challenge, April 2021.    
pc394 Al Haddad C., Yang K., Yannis G., Antoniou C., “Exploring driving behavior as a latent variable in safety modeling. A preliminary analysis from a driving simulator study.”, Proceedings of the 9th Symposium of the European Association for Research in Transportation (hEART), (3-4 February 2021).      
rn101 “EcoDrive – Personalized Service for Eco Driving” funded by NTUA resources (2020-2022)
pj195 Tselentis D., Vlachogianni E., Yannis G., “Investigating the Temporal Evolution of Driving Safety Efficiency Using Data Collected from Smartphone Sensors”, Accident Analysis & Prevention, Vol. 154, May 2021.   doi   doi
cp451 “Impact of COVID-19 on driver behaviour in Greece and selected countries” at the RSGB Joining the Dots Virtual Conference (March 2021).    
pj192 Katrakazas C., Michelaraki E., Sekadakis M., Ziakopoulos A., Kontaxi A., Yannis G., “Identifying the impact of the COVID-19 pandemic on driving behavior using naturalistic driving data and time series forecasting”, Journal of Safety Research, May 2021.   doi   doi
cp450 “Using AI for spatial predictions of driver behavior” at the ITF Roundtable on Artificial Intelligence in Road Traffic Crash Prevention (February 2021).    
ad117 Aspasia Gonidi, “Investigation of the effect of pandemic restriction measures on Greek driving behaviour during COVID-19 through deep learning techniques”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, July 2021. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/Gonidi-ad117c.pdf" target="_blank" class="listview-ppt">   
ad116 Dimitra Pigadioti, “Investigation of the effect of pandemic restriction measures in European mobility using clustering and machine learning classification”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, July 2021. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/Pigadioti-ad116c.pdf" target="_blank" class="listview-ppt">   
ad111 Marianthi Kallidoni, “Impact of pandemic to mobility behavior in the European Union using time-series analysis”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, March 2021. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/Kallidoni-ad111c.pdf" target="_blank" class="listview-ppt">   
ad110 Eleni Blatsouka, “Investigation of the impact of the COVID-19 pandemic on mobility in Greece using time series analysis”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, March 2021. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/Blatsouka-ad110c.pdf" target="_blank" class="listview-ppt">   
ad109 Nikolaos Economou, “Time Series Analysis of Vehicle and Pedestrian Traffic in Athens”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, March 2021. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/Ekonomou-ad109c-1.pdf" target="_blank" class="listview-ppt">   
ad106 Foteini Bardi, “Critical factors for the identification of traffic events in urban areas”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, October 2020. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/bardi-ad106c.pdf" target="_blank" class="listview-ppt">   
ad101 Akrivi Varela, ”Event identification based on driving characteristics on rural roads”, Diploma Thesis, NTUA, School of Civil Engineering, Athens, July 2020. https://www.nrso.ntua.gr/geyannis/wp-content/uploads/varela-ad101c.pdf" target="_blank" class="listview-ppt">   
pc374 Nikolaou D., Goldenbeld C., Ziakopoulos A., Laiou A., Yannis G., “Road user safety attitudes towards driver fatigue”, Proceedings of the 8th Transport Research Arena TRA 2020 Conference (Helsinki, Finland, 27-30 April 2020). Conference Cancelled.          
pc368 Ziakopoulos A., Kontaxi A., Yannis G., Fortsakis P., Kontonasios K.-N., Kostoulas G., “Advanced driver monitoring using smartphone applications: The BeSmart project”, Proceedings of the 8th Transport Research Arena TRA 2020 Conference (Helsinki, Finland, 27-30 April 2020). Conference Cancelled.          
pj171 Ziakopoulos A., Yannis G., “Meta-regressions of exposure parameters used in spatial road safety analyses”. Advances in Transportation Studies, Vol. 51, July 2020, pp. 5-14.
pc356 Fafoutellis P., Kampitakis E., Vlahogianni E., Koziris N., Yannis G., Golias J., “Mining spatiotemporal features of city traffic”, Proceedings of the 9th International Congress on Transportation Research, organised by The Hellenic Institute of Transportation Engineers (HITE) and the Hellenic Institute of Transport (HIT/CERTH) (Athens, Greece, 24-25 October 2019).          
pc342 Papantoniou P., Yannis G., Antoniou C., Pavlou D., “Can structural equation models assess overall driving performance in driving simulator experiments?”, Proceedings of the RSS – Road Safety and Simulation 2019 International Conference, organised by the Iowa University (Iowa, USA, 14-17 October 2019).          
rn95 “SHOW – Shared Automation Operating Models for Worldwide Adoption” of the Horizon 2020 framework programme on transport research of the European Commission (2020-2023)
rn92 “i-Dreams: Safety Tolerance zone calculation and interventions for driver – vehicle – environment interactions under challenging conditions” of the Horizon 2020 framework programme on transport research of the European Commission (2019-2023)
rn90 “High resolution spatio-temporal analysis of road safety and traffic behaviour” funded by The Greek State Scholarships Foundation (IKY) (2018-2020)
cp354 “Driver-vehicle-environment interactions and safety tolerance” at the NTUA – Digitalisation and Road Safety Research Workshop, organised by NTUA within the framework of the Fifth UN Global Road Safety Week (Athens, Greece, 17 May 2019)    
cp353 “Smartphone applications for driver safety behaviour support” at the NTUA – Digitalisation and Road Safety Research Workshop, organised by NTUA within the framework of the Fifth UN Global Road Safety Week (Athens, Greece, 17 May 2019)    
cp352 “Data science techniques for benchmarking driving efficiency” at the NTUA – Digitalisation and Road Safety Research Workshop, organised by NTUA within the framework of the Fifth UN Global Road Safety Week (Athens, Greece, 17 May 2019)    
cp351 “Smartphone exploitation for event spatial analysis & mapping” at the NTUA – Digitalisation and Road Safety Research Workshop, organised by NTUA within the framework of the Fifth UN Global Road Safety Week (Athens, Greece, 17 May 2019)    
cp342 “Progress in MAIS3+ Serious Injuries – Data Collection” at the International Road Safety Conference, organised by The Romanian Presidency of the Council of the European Union, the Ministry of Transport of Romania and the European Transport Safety Council (ETSC), (Bucharest, 20-21 March 2019)    
pc334 Tselentis D., Vlahogianni E., Yannis G., Kavouras L., “Hybrid Data Envelopment Analysis for Large-Scale Smartphone Data Modeling“, Proceedings of the 15th World Conference on Transport Research (WCTR), Mumbai, India, 26-31 May 2019.          
pc327 Katrakazas C., Antoniou C., Yannis G., “Time series classification using imbalanced learning for real-time safety assessment“, Proceedings of the Transportation Research Board (TRB) 98th Annual Meeting, Washington, D.C., 13-17 January 2019.          
pc326 Tselentis D., Vlahogianni E., Yannis G., “Investigating the Temporal Evolution of Driving Safety Efficiency Using Data Collected from Smartphone Sensors“, Proceedings of the Transportation Research Board (TRB) 98th Annual Meeting, Washington, D.C., 13-17 January 2019.          
pc325 Stavrakaki A.M., Tselentis D., Barmpounakis E., Vlahogianni E., Yannis G., “How much driving data do we need to assess driver behavior?“, Proceedings of the Transportation Research Board (TRB) 98th Annual Meeting, Washington, D.C., 13-17 January 2019.          
pc319 Tselentis D., Vlahogianni E., Yannis G., Koziris N., “Quantifying the Need for Driving Data Collection in Driving Behaviour Assessment Using Smartphone Data”, Proceedings of the 7th Panhellenic Road Safety Conference, Larissa, Greece, 11-12 October 2018.          
rn84 “BeSmart – Multi-modal driver behaviour and safety support system on the basis of smartphone applications” in the framework of the research programme EXPLORE-CREATE-INNOVATE (EREVNO-DHMIOURGO-KAINOTOMO) of the General Secretariat for Research and Technology (2018-2022)
pc307 Theofilatos A., Yannis G., “Exploring Crash Injury Severity on Urban Motorways by Applying Finite Mixture Models”, Proceedings of the International Scientific Conference on Mobility and Transport Urban Mobility – Shaping the Future Together, Munich, 13-14 June 2018.          
pc302 Theofilatos A., Ziakopoulos A., Yannis G., “Combining data mining techniques to investigate crash severity in urban motorways”, Proceedings of the 8th International Expert Symposium on Accident Research (ESAR), Hannover, 19-20 April 2018.      
pc289 Papadimitriou E., Tselentis D., Yannis G., “Analysis of Driving Behaviour Characteristics Based on Smartphone Data”, Proceedings of the 7th Transport Research Arena TRA 2018 Conference, Vienna, Austria, 16-19 April 2018.          
pc285 Tselentis D., Vlahogianni E., Yannis G., “Comparative Evaluation of Driving Efficiency Using Smartphone Data”, Proceedings of the Transportation Research Board (TRB) 97th Annual Meeting, Washington, D.C., 7-11 January 2018.          
pj128 Theofilatos A., Yannis G., Antoniou C., Chaziris A., Serbis D., “Time series and support vector machines to predict powered-two-wheeler accident risk and accident type propensity: A combined approach”, Transportation Safety and Security, 2017, pp. 1-20.   doi   doi
pc261 Yannis G., Barmpounakis E., Vlahogianni E., Golias J., “Naturalistic Aerial Approaches for Monitoring Powered Two Wheelers”, Proceedings of the 6th International Naturalistic Driving Research Symposium (NDRS),The Hague, 8-9 June 2017.          
pc255 Theofilatos A., Yannis G., Vlahogianni E., Golias J., “Stochastic cusp catastrophe models with traffic and weather data for crash severity analysis on urban arterials”, Proceedings of the 96rd Annual meeting of the Transportation Research Board, Washington, January 2017.          
pc238 Yannis G., Tselentis D., Papadimitriou E., Mavromatis S., “Star rating driver traffic and safety behavior through obd and smartphone data collection”, Proceedings of the International Conference on Artificial Intelligence and Intelligent Transport Systems, Technical University of Brest, Brest, Belarus, May 2016.          
pc220 Papathanasopoulou V., Markou I., Antoniou C., Gikas V., Mpimis A., Perakis H., Yannis G., “Efficient management of parking under constraints”, Proceedings of the 7th International Congress on Transport Research in Greece, Hellenic Institute of Transportation Engineers, Hellenic Institute of Transport, Athens, November 2015.          
pj86 Antoniou C., Papadimitriou E., Yannis G., “Road safety forecasts in five European countries using structural time-series models”, Traffic Injury Prevention, Vol. 15, Issue 6, 2014, pp. 598-605.   doi   doi