Two-Path Operators, Triadic Decompositions, and Safe Quotients for Ego-Centered Network Compression
This work addresses network compression for social network analysis, but it appears incremental as it builds on existing two-path and structural hole concepts.
The paper tackled the problem of compressing ego-centered networks by developing a two-path operator formalism and a decomposition into triadic and open parts, and proved a safe transfer theorem for two-walk mass under contraction with explicit error bounds, illustrated on ten benchmark graphs.
Two-paths (wedges) are the elementary combinatorial objects behind clustering, triadic closure, redundancy, and brokerage. Motivated by a two-path formalism that links Burt's structural holes to node-centered ego networks, we develop an operator viewpoint in which wedge incidence induces a canonical ``two-walk'' matrix and a unique decomposition into an edge--supported (triadic) part and a nonedge-supported (open) part. We then study quotient/contraction constructions designed to compress collections of dominating ego networks together with selected ``traversing'' nodes, and we prove a safe (inequality) transfer theorem for two--walk mass under contraction, with an explicit nonnegative error and an equality characterization in terms of a wedge--equitable partition. Finally, we illustrate the theory on ten benchmark graphs and their ego-traversing contractions using table-driven diagnostics and two distribution figures.