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Beyond city pairs: Higher-order information in urban growth across borders

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  • Cillian Hourican
  • Debraj Roy

Abstract

We apply higher-order information measures to urban growth across borders and spatial units. We analyse 8,808 functional urban areas using gridded GDP estimates allocated from national accounts. Negative estimated O-information occurs in 29.93% of cross-border triplets and 2.00% of domestic triplets. This fifteen-fold contrast falls to fourfold at comparable dependence strength and persists under data-quality restrictions. Target-specific decompositions show how information overlaps or combines across cities. Administrative subdivisions have mean O-information within matched random-map ranges inside countries. These findings show why interpreting geographic dependence requires specifying comparison cities and spatial units, while economic connections remain to be established independently.

Suggested Citation

  • Cillian Hourican & Debraj Roy, 2026. "Beyond city pairs: Higher-order information in urban growth across borders," Papers 2610.31159, arXiv.org.
  • Handle: RePEc:arx:papers:2610.31159
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    File URL: https://arxiv.org/pdf/2610.31159
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