most citedPenalized matrix decomposition for denoising, compression, and improved demixing of functional imaging data

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stat.ML2018

Subsampled Optimization: Statistical Guarantees, Mean Squared Error Approximation, and Sampling Method

Rong Zhu, Jiming Jiang

For optimization on large-scale data, exactly calculating its solution may be computationally difficulty because of the large size of the data. In this paper we consider subsampled…