Trajectory Traits: Profiling Drivers from GPS Trajectories

publications

Introduces a Trajectory Trait Scale inspired by the five-factor personality model, scoring drivers’ extroversion, openness, neuroticism and conscientiousness from GPS trajectory features.

Citation
Liu Y., Gui Z., Xu Y., Gao S., Zhao A., et al. (2025). Profiling mobility patterns and driving behaviors of individual drivers via trajectory trait. The Innovation Geoscience, 3(1), 100114. doi:10.59717/j.xinn-geo.2024.100114

Graphical abstract from Liu et al. (2025), The Innovation Geoscience.

Spatial Data
Anqi Zhao
Authors
Anqi Zhao
PhD Student in Geospatial AI
I am a PhD student at the Chair of Cartography and Visual Analytics at the Technical University of Munich, supervised by Prof. Liqiu Meng and mentored by Prof. Yu Feng. I came to AI from maps. I studied geodesy, cartography and GIS at Wuhan University, where I first used language models to make sense of geospatial code, and I now spend most of my time on the AI side of GeoAI. Besides research, I supervise Master’s students and maintain open learning resources on LLM agents and web scraping.