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Exact and Stable Covariance Estimation From Quadratic Sampling via Convex Programming

Exact and Stable Covariance Estimation From Quadratic Sampling via Convex Programming

Statistical inference and information processing of high-dimensional data often require an efficient and accurate estimation of their second-order statistics. With rapidly changing data, limited processing power and storage at the acquisition devices, it is desirable to extract the covariance structure from a single pass over the data and a small …