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OpenStreetMap Features as Proxy to Socio-Economic Indicators: A Network Theory Approach

Talkat FOSDEM 2021 · on Saturday, 2021-02-06· at 10:00· D.research· [data-science, machine-learning]
links:none on file

Uses OpenStreetMap data (points for businesses/establishments, building footprints, road networks, topography, vegetation/water indices) to derive proxy variables for socio-economic conditions. Applies network theory (graph metrics from road/building graphs) and machine learning classification to profile cities/municipalities, and cross-validates results against existing city/municipality tags.

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