Ulrich Hounyo, Jiahao Lin, Xiaojun Song
arXiv 29 Jul 2026 · Econometrics
arXiv:2607.26366 · PDF · Extracted main text
This paper develops omnibus specification tests for linear conditional-mean models with undirected dyadic data. We establish a uniform projection theorem that reduces the dyadic process to its latent first-order node projections under shared-node dependence. We then show that a raw first-order node-multiplier bootstrap is valid when this node component is nondegenerate but double-counts dyad-specific variation when dyads are independent. An exact covariance decomposition motivates a corrected Gaussian bootstrap that is valid in both regimes. The resulting Kolmogorov-Smirnov and Cramér-von Mises tests are consistent against fixed alternatives and have nontrivial power against rate-appropriate local alternatives. Simulations show that the corrected Kolmogorov-Smirnov test provides the most stable size control while retaining substantial local power. An application to the Lazega law-firm network rejects additive linear and quadratic specifications but finds no remaining misspecification after including an economically relevant interaction.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Stute, Winfried (1997) Nonparametric model checks for regression | 0.644 | 2 | 2 | 100% |
| 2 | Zheng, John Xu (1996) A consistent test of functional form via nonparametric estimation techniques | 0.644 | 2 | 2 | 100% |
| 3 | Aldous, David J (1981) Representations for partially exchangeable arrays of random variables | 0.405 | 1 | 1 | 100% |
| 4 | Aronow, Peter M and Samii, Cyrus and Assenova, Valentina A (2015) Cluster–robust variance estimation for dyadic data | 0.405 | 1 | 1 | 100% |
| 5 | Bierens, Herman J (1982) Consistent model specification tests | 0.405 | 1 | 1 | 100% |
| 6 | Bierens, Herman J (1990) A consistent conditional moment test of functional form | 0.405 | 1 | 1 | 100% |
| 7 | Chiang, Harold D and Kato, Kengo and Sasaki, Yuya (2023) Inference for high-dimensional exchangeable arrays | 0.405 | 1 | 1 | 100% |
| 8 | Chiang, Harold D. and Hansen, Bruce E. and Sasaki, Yuya (2024) Standard Errors for Two-Way Clustering with Serially Correlated Time Effects | 0.405 | 1 | 1 | 100% |
| 9 | Davezies, Laurent and D’Haultfœuille, Xavier and Guyonvarch, Yannick (2021) Empirical process results for exchangeable arrays | 0.405 | 1 | 1 | 100% |
| 10 | Escanciano, J Carlos (2006) A CONSISTENT DIAGNOSTIC TEST FOR REGRESSION MODELS USINGPROJECTIONS | 0.405 | 1 | 1 | 100% |
Showing the top 10 of 32 scored citations.