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

10 Apr 2018Rong ZhuJiming 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 optimization for fast approximating the exact solution... (read more)

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