Search Results for author: Felix Creutzig

Found 3 papers, 2 papers with code

The built environment and induced transport CO2 emissions: A double machine learning approach to account for residential self-selection

no code implementations7 Dec 2023 Florian Nachtigall, Felix Wagner, Peter Berrill, Felix Creutzig

Understanding why travel behavior differs between residents of urban centers and suburbs is key to sustainable urban planning.

Using machine learning to understand causal relationships between urban form and travel CO2 emissions across continents

1 code implementation31 Aug 2023 Felix Wagner, Florian Nachtigall, Lukas Franken, Nikola Milojevic-Dupont, Rafael H. M. Pereira, Nicolas Koch, Jakob Runge, Marta Gonzalez, Felix Creutzig

Here, we address all three gaps via causal graph discovery and explainable machine learning to detect urban form effects on intra-city car travel, based on mobility data of six cities across three continents.

Causal Discovery Specificity

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