The rapid growth in traffic on road networks demands smart and sustainable mobility patterns to reduce traffic congestion and externalities while fulfilling the travel needs of the people. Carpooling is a sustainable alternative that can shift from single occupancy to high occupancy vehicles and reduce users’ travel costs in the era of rising fuel prices. This study aims to categorize travelers into latent classes considering...