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· 2009

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math.NA 1

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2024 1

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CONDITIONAL 1

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Theory and Fast Learned Solver for $\ell^1$-TV Regularization

math.NA · 2024-12-04 · conditional · novelty 5.0

A sample-complexity bound for l1-TV compressed sensing is derived, and an unrolled proximal-gradient solver (LPGM-ISTA) recovers ECG signals with better accuracy and speed than standard iterative methods.

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  • Theory and Fast Learned Solver for $\ell^1$-TV Regularization math.NA · 2024-12-04 · conditional · none · ref 2

    A sample-complexity bound for l1-TV compressed sensing is derived, and an unrolled proximal-gradient solver (LPGM-ISTA) recovers ECG signals with better accuracy and speed than standard iterative methods.