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An Empirical Bayes Approach to Shrinkage Estimation on the Manifold of Symmetric Positive-Definite Matrices

Reference:

If you use this code, please cite the following paper that contains the theory, the algorithm, and some experiments showing the performance of this model.

Yang, C. H., Doss, H., & Vemuri, B. C. (2020). An Empirical Bayes Approach to Shrinkage Estimation on the Manifold of Symmetric Positive-Definite Matrices. arXiv preprint arXiv:2007.02153.

This research was in part funded by the NSF grant IIS-1724174, the NIH NINDS and NIA grant R01NS121099 to Vemuri, the NSF grant DMS-1854476 to Doss, the MOST grant 110-2118-M-002-005-MY3 and the NTU grant 111L7431 to Yang.

Dependencies

Pymanopt 2.0.0

PyTorch

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