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.
References
Primary source
Wasim Huleihel and Neri Merhav, “Asymptotic MMSE Analysis Under Sparse Representation Modeling”, arXiv:1312.3417 (2016).
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