PUBLICATIONS

International peer-reviewed journals

• Markou, I., Kaiser, K., Pereira, F. C. (2019). Predicting taxi demand hotspots using automated Internet Search Queries. Transportation Research Part C: Emerging Technologies, Volume 102, pp. 73-86., 2019 [PDF]
  

• Markou, I., Rodrigues, F., Pereira, F. C. (2019). Is Travel Demand Actually Deep? An Application in Event Areas Using Semantic Information. IEEE Transactions on Intelligent Transportation Systems, 2019 [PDF]

• Rodrigues, F., Markou, I. and Pereira, F. C. (2018). Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach. Information Fusion, Elsevier [PDF] [Code] [Data]
  

• Markou, I., Rodrigues, F. and Pereira, F. C. (2017). Use of Taxi-Trip Data in Analysis of Demand Patterns for Detection and Explanation of Anomalies. Transportation Research Record (TRR): Journal of the Transportation Research Board.

• Markou, I., Papathanasopoulou, V., and C. Antoniou (2017). Dynamic Car–Following Model Calibration Using SPSA and ISRES Algorithms. Periodica Polytechnica Transportation Engineering.

• Papathanasopoulou, V., Markou, I., and C. Antoniou (2016). Online calibration for microscopic traffic simulation and dynamic multi-step prediction of traffic speed. Transportation Research Part C: Emerging Technologies, 68, pp. 144-159.

• Antoniou, C., V. Gikas, V. Papathanasopoulou, C. Danezis, A. Panagopoulos, I. Markou, H. Perakis, D. Efthymiou and G. Yannis (2015). Localization and driving behavior classification using smartphone sensors in the direct absence of GNSS. Transportation Research Record: Journal of the Transportation Research Board (accepted).

Conference proceedings

• Markou, I., Pereira, F. C. and Rodrigues, F. (2019) A two-stage model for real-time taxi demand prediction using data from the Web. Proceedings of the 96th Annual Meeting of the Transportation Research Board, 2019

• Markou, I., Rodrigues, F. and Pereira, F. C. (2018) Real-Time Taxi Demand Prediction Using Data from the Web. Proceedings of the 21st IEEE International Conference on Intelligent Transportation Systems, November 4-7, 2018 ,​Maui, Hawaii, USA.

• Markou, I., Rodrigues, F. and Pereira, F. C. (2017) Event characteristics that disrupt transport system’s balance. International Conference on Intelligent Transport Systems in Theory and Practice, mobil. TUM 2017, Munich, Germany, 2017.

• Markou I., Rodrigues F. and Pereira F. (2017). Demand Pattern Analysis of Time Series for anomalies detection. Proceedings of the 96th Annual Meeting of the Transportation Research Board, January 8-12, Washington, D.C., USA. [PDF]

• Markou, I., C. Antoniou, M. Tsakiri and A. Georgopoulos (2015). “Applications of terrestrial laser scanning in transport”, Proceedings of the 7th International Congress on Transport Research in Greece, Hellenic Institute of Transportation Engineers, Hellenic Institute of Transport, Athens, November 2015.

• Papathanasopoulou V., I. Markou, C. Antoniou, V. Gikas, A. Mpimis, H. Perakis and G. Yannis (2015). “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.

• Papathanasopoulou, V., I. Markou, and C. Antoniou (2015). On-line calibration of car-following models exploiting input parameter correlation. 4th hEART Symposium (European Association for Research in Transportation – hEART), DTU, Denmark, 8-10 September, 2015.

• Markou, I., V. Papathanasopoulou and C. Antoniou (2015). A demonstration of distribution-based calibration. Proceedings of the 4th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), 3-5. June 2015. Budapest, Hungary.

• Markou, I., and C. Antoniou (2015). Developing insight into effective SPSA parameters through sensitivity analysis. Proceedings of the 4th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), 3-5. June 2015. Budapest, Hungary.

• Antoniou, C., V. Gikas, V. Papathanasopoulou, C. Danezis, A. Panagopoulos, I. Markou, H. Perakis, D. Efthymiou and G. Yannis (2015). Localization and driving behavior classification using smartphone sensors in the direct absence of GNSS. Proceedings of the 94th Annual Meeting of the Transportation Research Board, January 2015, Washington, D.C.

• Markou, I. and A. Georgopoulos (2014). Practical Assessment of 3D Reconstruction Methodologies. Proceedings of the International Conference on Cultural Heritage, November 2014, Lemessos, Cyprus.

• Antoniou, C., V. Papathanasopoulou, V. Gikas, T. Mpimis, I. Markou and H. Perakis (2014). Monitoring indoor driver behavior using opportunistic smartphone sensor data. ITS2014 – ITS and Smart Cities, Patras, November 19-21, 2014.

• Antoniou, C., V. Gikas, V. Papathanasopoulou, T. Mpimis, I. Markou and H. Perakis (2014). Towards distribution-based calibration for traffic simulation. 17th International IEEE Conference on Intelligent Transportation Systems, Qingdao, China, October 8-11, 2014.

Theses

• Markou Ioulia. Detection, analysis and prediction of traffic anomalies due to special events. Ph.D. Thesis. DTU Management Engineering, Technical University of Denmark, December 2018. [PDF]

• Markou Ioulia. Calibration of Traffic Simulation Models using SPSA. MS Thesis, School of Rural and Surveying Engineering, NTUA, November 2014. [PDF]

• Markou Ioulia. Evaluation of pavement condition using Terrestrial Laser Scanning. Diploma Thesis, School of Rural and Surveying Engineering, NTUA, September 2012. (in Greek) [PDF]