Ci Song

The characteristic analysis and pattern classification of Beijing’s commercial districts based on multi-source geographical big data

Abstract Commercial districts, as key hubs for diverse commercial activities, play a crucial role in urban life. Yet in recent years, the vitality of commercial districts is declining. Although various strategies for revitalizing commercial districts have been proposed, it’s esse...