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IEEE Signal Processing Magazine13(3), 43–64 (1996)

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cs.LG 1

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2025 1

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On the Sample Complexity of Learning for Blind Inverse Problems

cs.LG · 2025-12-29 · unverdicted · novelty 7.0

Derives LMMSE-based optimal estimators for blind inverse problems that are equivalent to tailored Tikhonov regularization and provides finite-sample error bounds explicitly depending on operator randomness.

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  • On the Sample Complexity of Learning for Blind Inverse Problems cs.LG · 2025-12-29 · unverdicted · none · ref 1

    Derives LMMSE-based optimal estimators for blind inverse problems that are equivalent to tailored Tikhonov regularization and provides finite-sample error bounds explicitly depending on operator randomness.