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The Dyson equalizer: adaptive noise stabilization for low-rank signal detection and recovery

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Detecting and recovering a low-rank signal in a noisy data matrix is a fundamental task in data analysis. Typically, this task is addressed by inspecting and manipulating the spectrum of the observed data, e.g. thresholding the singular values of the data matr... ...