Explicit first-order correction P^{(1)}(k|k') in conditional degree distribution

Derive an explicit expression for P^{(1)}(k|k'), the first-order correction in the conditional degree distribution P(k|k') in networks with small assortativity r, defined by the approximation P(k|k') ≈ (1 − r) · k · P(k) / \bar{k} + r · P^{(1)}(k|k'). The derived expression must satisfy the normalization constraint that the sum over k of P^{(1)}(k|k') equals 1 and the degree-balance constraint that the sum over k of k · P^{(1)}(k|k') equals k'.

Background

To approximate the effective reproduction number R on clustered and assortative networks, the paper expands the conditional degree distribution P(k|k') around the uncorrelated case to first order in the assortativity coefficient r. This leads to P(k|k') ≈ (1 − r) k P(k)/\bar{k} + r P{(1)}(k|k'), where P{(1)}(k|k') captures the first-order correction due to assortativity.

While constraints on P{(1)}(k|k') (normalization and matching the expected neighbor degree) are provided, the paper does not present an explicit formula for P{(1)}(k|k'). Obtaining such an explicit expression would sharpen the perturbative prediction R_pert and clarify how assortativity modifies degree correlations in the neighborhood structure relevant for epidemic spread.

References

We do not have an explicit expression for it, but we know that it must satisfy \sum_{k}P{(1)}(k|k')=1 for the degree distribution to be normalized and \sum_k kP{(1)}(k|k')=k' from expanding P(k,k') in Eq.~assortativity_coefficient at the first order.

Exponential rate of epidemic spreading on complex networks  (2406.15449 - Cure et al., 2024) in Appendix A, Perturbative expansion of the reproduction number