Infinite-SNR asymptotic MMSE limit
Infinite-SNR asymptotic MMSE limit
Let denote the asymptotic MMSE at measurement rate and inverse noise variance (SNR) parameter , and let be the a-priori magnetization. In the low-noise regime, consider . Infinite SNR limit. For , the asymptotic MMSE satisfies
This conjecture describes the noise sensitivity in the high-SNR regime when the measurement rate exceeds the a-priori magnetization. The preceding discussion indicates that the asymptotic MMSE is governed by the first term in the MMSE expression in this range; the corresponding behavior for is that grows without bound, consistent with earlier observations for independent and identically distributed sources.
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Primary source
Wasim Huleihel and Neri Merhav, “Asymptotic MMSE Analysis Under Sparse Representation Modeling”, arXiv:1312.3417 (2016).
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