Multimodal Mode Detection from GPS Traces - Masters Thesis

Open framework and code for reproducibility and enablement of future work.

• Built upon the NetMob25 data challenge dataset, for GDPR and privacy reasons the raw dataset cannot be supplied alongside this repository.
• For route matching we use an archival copy of the Ile-de-France region osm.pbf from OpenStreetMaps, which is split into different modal networks used downstream.
• Link to full thesis will be appended after the defence and publication.

Environment / Requirements

Run for Anaconda:

• conda env create -f environment.yml

Or through:

• requirements.txt

Structure and examples

• The folder structure of this repository follows the general structure of the framework presented in the thesis.
• Direct pipeline/runtime examples can be found in the notebooks "/6_Single_Modal_Classification/building_singlemodal_classifiers.ipynb" and "/7_Multi_Modal_Classification/building_multimodal_classification.ipynb".