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math.ST2013★ 1 cited

On estimation of the noise variance in high-dimensional probabilistic principal component analysis

Damien Passemier, Zhaoyuan Li, Jian-Feng Yao

In this paper, we develop new statistical theory for probabilistic principal component analysis models in high dimensions. The focus is the estimation of the noise variance, which…