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Elad Romanov
Elad Romanov
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Verified email at stanford.edu - Homepage
Title
Cited by
Cited by
Year
Above the Nyquist rate, modulo folding does not hurt
E Romanov, O Ordentlich
IEEE Signal Processing Letters 26 (8), 1167-1171, 2019
552019
ScreeNOT: Exact MSE-optimal singular value thresholding in correlated noise
D Donoho, M Gavish, E Romanov
The Annals of Statistics 51 (1), 122-148, 2023
382023
Optimal spectral shrinkage and PCA with heteroscedastic noise
W Leeb, E Romanov
IEEE Transactions on Information Theory, 2021
292021
Multi-reference alignment in high dimensions: sample complexity and phase transition
E Romanov, T Bendory, O Ordentlich
SIAM Journal on Mathematics of Data Science 3 (2), 494-523, 2021
222021
Blind unwrapping of modulo reduced Gaussian vectors: Recovering MSBs from LSBs
E Romanov, O Ordentlich
IEEE Transactions on Information Theory, 2021
152021
Near-optimal matrix recovery from random linear measurements
E Romanov, M Gavish
Proceedings of the National Academy of Sciences 115 (28), 7200-7205, 2018
122018
The Noise-sensitivity phase transition in spectral group synchronization over compact groups
E Romanov, M Gavish
Applied and Computational Harmonic Analysis 49 (3), 935-970, 2020
102020
On Compressed Sensing of Binary Signals for the Unsourced Random Access Channel
E Romanov, O Ordentlich
Entropy 23 (5), 605, 2021
82021
Matrix denoising with partial noise statistics: optimal singular value shrinkage of spiked F-matrices
M Gavish, W Leeb, E Romanov
Information and Inference: A Journal of the IMA 12 (3), iaad028, 2023
62023
Spiked Covariance Estimation from Modulo-Reduced Measurements
E Romanov, O Ordentlich
International Conference on Artificial Intelligence and Statistics, 1298-1320, 2022
32022
Tyler’s and Maronna’s M-estimators: Non-asymptotic concentration results
E Romanov, G Kur, B Nadler
Journal of Multivariate Analysis 196, 105184, 2023
22023
On the Role of Channel Capacity in Learning Gaussian Mixture Models
E Romanov, T Bendory, O Ordentlich
Conference on Learning Theory, 4110-4159, 2022
22022
The High-Dimensional Asymptotics of Principal Component Regression
A Green, E Romanov
arXiv preprint arXiv:2405.11676, 2024
12024
Sparse PCA: Phase Transitions in the Critical Sparsity Regime
MJ Feldman, T Misiakiewicz, E Romanov
arXiv preprint arXiv:2412.21038, 2024
2024
Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing
E Romanov, F Zhang, M Pilanci
arXiv preprint arXiv:2410.01374, 2024
2024
On the Noise Sensitivity of the Randomized SVD
E Romanov
IEEE Transactions on Information Theory, 2024
2024
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