Exploring lifestyle patterns from GPS trajectory data: embedding spatio-temporal context information via geohash and POI

• Published in: Spatial information research (Online) Vol. 32; no. 6; pp. 801 - 813
• Main Authors: Lee, Huiju, Kang, Youngok, Noh, Seungmin, Kim, Jiyeon, Lee, Jiyoon
• Format: Journal Article
• Language: English
• Published: Singapore Springer Nature Singapore 01.12.2024; 대한공간정보학회
• Subjects: Database Management; Earth and Environmental Science; Geographical Information Systems/Cartography; Geography; Remote Sensing/Photogrammetry; 공학일반; HDBSCAN; Auto-encoder; Lifestyle pattern mining; t-SNE; POI; Smartphone GPS trajectory; Geohash

This study explored the growing potential for knowledge discovery from GPS-based trajectory data across various domains, including urban planning and transportation systems. We analyzed the temporal and spatial data from GPS-derived stay points to examine life patterns. Stay points indicate specific...