The paper proves an upper bound convergence rate for an adaptive two-measurement streaming PCA algorithm, and claims, without a proof in the text, that this rate is optimal.
Genomic prediction using subsampling.BMC Bioinformatics, 18(1):191, December 2017
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Global Convergence of Adaptive Sensing for Principal Eigenvector Estimation
The paper proves an upper bound convergence rate for an adaptive two-measurement streaming PCA algorithm, and claims, without a proof in the text, that this rate is optimal.