On the requirements on spatial accuracy and sampling rate for transport mode detection in view of a shift to passive signalling data

•Segmentation based classification is robust enough for today's passive tracking.•Improper training and testing split can significantly distort reported accuracies.•Point-based (online) classification underperforms segment based classification.•Recurrent Neural Networks yield better label accuracies but worse label sequences.