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Travel Behaviour and Society· 2026Q1

What kind of cars do people drive? Including fuel type and emission standards in a car ownership model

Marjolaine Lannes, Nicolas Coulombel, Yelva Roustan

Short summary

Supervised learning models slightly outperform logistic regression in predicting household car ownership, fuel type, and Euro norm (car age), using socioeconomic and mobility data in the Paris region.

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Field: Renewable Energy, Sustainability and the Environment

Renewable Energy, Sustainability and the EnvironmentEnergy