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Small-World Network — Watts-Strogatz

Rewire a ring lattice with probability p — average path length drops fast, clustering stays high

Network (ring layout)
C(p)/C(0) and L(p)/L(0) vs log p
Clustering C(p)/C(0)
Path length L(p)/L(0)
Rewiring p
Watts-Strogatz (1998): start with N nodes in a ring, each connected to k nearest neighbors. Rewire each edge with probability p. For small p: high clustering (like a lattice) and long path length. For large p: low clustering and short path length (like random). The small-world regime (p ≈ 0.01–0.1): path length L drops dramatically while clustering C remains high. Six degrees of separation, neural connectivity, power grids, and social networks all show small-world structure.