Consistent Estimation of Low-Dimensional Latent Structure in High-Dimensional Data

Xiongzhi Chen, John D. Storey

We consider the problem of extracting a low-dimensional, linear latent variable structure from high-dimensional random variables. Specifically, we show that under mild conditions a…