How to cite this article: Lloyd, S. et al. Quantum algorithms for topological and geometric analysis of data. Nat. Commun. 7:10138 doi: 10.1038/ncomms10138 (2016).

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The relation between the Monte Carlo EM (MCEM) algorithm and the data augmentation algorithm is noted. Two modifications to the MCEM algorithm (the poor man's data augmentation algorithms), which ...