Fig. 1: Conceptual illustration.

Multivariate distance is a composite measure that includes geographic distance, time distance, cost distance, institutional distance, hierarchical distance, economic distance, and structural distance. The combined spatial effect of multivariate distance affects intercity linkages, which are spatially expressed as degree of asymmetry. Intercity linkages arise from core and peripheral cities, i.e., big, and small cities.