Statistics in Deep Learning

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  1. correlation and covariance [1] [2] [3]

Reference

[1] Gao, Hang, et al. “Low-shot learning via covariance-preserving adversarial augmentation networks.” NIPS, 2018.

[2] Sun, Baochen, and Kate Saenko. “Deep coral: Correlation alignment for deep domain adaptation.” ECCV, 2016.

[3] Kumar, Abhishek, Prasanna Sattigeri, and Avinash Balakrishnan. “Variational inference of disentangled latent concepts from unlabeled observations.” ICLR, 2018.