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High-dimensional principal component analysis with heterogeneous missingness

stat.ME · 2019-06-28 · unverdicted · novelty 6.0

primePCA iteratively imputes missing entries via projection onto current principal component estimates and updates the estimate with the leading right singular space, achieving geometric error convergence in the noiseless case under an incoherence condition when signal strength is sufficient.

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  • High-dimensional principal component analysis with heterogeneous missingness stat.ME · 2019-06-28 · unverdicted · none · ref 3

    primePCA iteratively imputes missing entries via projection onto current principal component estimates and updates the estimate with the leading right singular space, achieving geometric error convergence in the noiseless case under an incoherence condition when signal strength is sufficient.