Ioulia Markou

Combining time-series and textual data for taxi demand prediction in event areas: A deep learning approach

Filipe Rodrigues, Ioulia Markou, Francisco C. Pereira · Information Fusion · 2018 · 171 citations · Full text

Transport Network Analysis, Forecasting Methodology, Engineering +12

Online calibration for microscopic traffic simulation and dynamic multi-step prediction of traffic speed

Vasileia Papathanasopoulou, Ioulia Markou, Constantinos Antoniou · Transportation Research Part C Emerging Technologies · 2016 · 36 citations

Traffic Theory, Engineering, Traffic Flow +10

Predicting taxi demand hotspots using automated Internet Search Queries

Ioulia Markou, Kevin Kaiser, Francisco C. Pereira · Transportation Research Part C Emerging Technologies · 2019 · 30 citations

Engineering, Information Retrieval, Data Science +7

Real-Time Taxi Demand Prediction using data from the web

Ioulia Markou, Filipe Rodrigues, Francisco C. Pereira · 2018 · 17 citations

Forecasting Methodology, Engineering, Machine Learning +17

Dynamic Car–Following Model Calibration Using SPSA and ISRES Algorithms

Ioulia Markou, Vasileia Papathanasopoulou, Constantinos Antoniou · Periodica Polytechnica Transportation Engineering · 2018 · 14 citations · Full text

Stochastic Simulation, Automotive Engineering, Engineering +15