Machine Learning

Machine Learning from Big GPS Data about the Heterogeneous Costs of Congestion

We exploit GPS-coded vehicle movement data that records millions of road users every second of their way over a full year in Berlin to …

Nicolas Koch, Nolan Ritter, Alexander Rohlf, Ben Thies

Machine Learning from Big GPS Data about the Heterogeneous Costs of Congestion

Using explainable machine learning to understand how urban form shapes sustainable mobility

Municipalities are increasingly acknowledging the importance of urban form interventions that can reduce intra-city car travel in …

Felix Wagner, Nikola Milojevic-Dupont, Lukas Franken, Aicha Zekar, Ben Thies, Nicolas Koch, Felix Creutzig

Using explainable machine learning to understand how urban form shapes sustainable mobility