Should we augment large covariance matrix estimation with auxiliary network information?

Shuyi Ge et al.

Journal of Econometrics2026https://doi.org/10.1016/j.jeconom.2026.106236article
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https://doi.org/https://doi.org/10.1016/j.jeconom.2026.106236

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@article{shuyi2026,
  title        = {{Should we augment large covariance matrix estimation with auxiliary network information?}},
  author       = {Shuyi Ge et al.},
  journal      = {Journal of Econometrics},
  year         = {2026},
  doi          = {https://doi.org/https://doi.org/10.1016/j.jeconom.2026.106236},
}

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Should we augment large covariance matrix estimation with auxiliary network information?

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Evidence weight

0.50

Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40

F · citation impact0.50 × 0.4 = 0.20
M · momentum0.50 × 0.15 = 0.07
V · venue signal0.50 × 0.05 = 0.03
R · text relevance †0.50 × 0.4 = 0.20

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