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Sparse Multi-Reference Alignment: Sample Complexity and Computational Hardness

Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) • Apr 27, 2022
NobleIDNI3P70W61R27S58
Authors:
Tamir Bendory
,
Oscar Mickelin
,
Amit Singer

Abstract

Motivated by the problem of determining the atomic structure of macromolecules using single-particle cryo-electron microscopy (cryo-EM), we study the sample and computational complexities of the sparse multi-reference alignment (MRA) model: the problem of estimating a sparse signal from its noisy, c...

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