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∑Notes
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Step 1 (Restricted chain). Define the restricted sub-stochastic matrix on :
Step 2 (Conductance bound). The conductance of the restricted chain on (with absorbing boundary) is:
The numerator's first term is the internal flow out of within ; the second term is the leakage from to the exterior. Consider the cut of within the full graph. For any :
In the worst case (taking to be itself with absorbing exterior), the effective conductance is bounded by . More precisely, for any with :
Step 4 (Escape time). The expected absorption time from the quasi-stationary distribution satisfies (see Aldous--Fill, Theorem 12.4; or Montenegro--Tetali, Theorem 3.3):
(ii) Case . The optimal gauge satisfies the linear system (Theorem 7.11). The residual angles are . These solve:
The operator is the projection onto the cycle space of the graph. The residual curvature at node is:
The source of non-zero is the curvature (holonomy around cycles). Near doors, the cycles passing through the exterior create non-trivial holonomy. The Green's function of the graph Laplacian on has the well-known decay property: for a graph with spectral gap ,
At the optimal gauge , the Euler--Lagrange equation on each node reads:
The energy on is then controlled by a discrete maximum principle: interior values of cannot exceed boundary values (door-adjacent). Summing:
Denominator perturbation: .