| Robust subspace learning: Robust PCA, robust subspace tracking, and robust subspace recovery N Vaswani, T Bouwmans, S Javed, P Narayanamurthy IEEE signal processing magazine 35 (4), 32-55, 2018 | 295 | 2018 |
| Static and dynamic robust PCA and matrix completion: A review N Vaswani, P Narayanamurthy Proceedings of the IEEE 106 (8), 1359-1379, 2018 | 79* | 2018 |
| Provable dynamic robust PCA or robust subspace tracking P Narayanamurthy, N Vaswani IEEE Transactions on Information Theory 65 (3), 1547-1577, 2018 | 62 | 2018 |
| Robust PCA and robust subspace tracking: A comparative evaluation S Javed, P Narayanamurthy, T Bouwmans, N Vaswani 2018 IEEE Statistical Signal Processing Workshop (SSP), 836-840, 2018 | 40 | 2018 |
| A fast and memory-efficient algorithm for robust PCA (MEROP) P Narayanamurthy, N Vaswani 2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018 | 40 | 2018 |
| Nearly optimal robust subspace tracking P Narayanamurthy, N Vaswani International Conference on Machine Learning, 3701-3709, 2018 | 36* | 2018 |
| Provable subspace tracking from missing data and matrix completion P Narayanamurthy, V Daneshpajooh, N Vaswani IEEE Transactions on Signal Processing 67 (16), 4245-4260, 2019 | 24* | 2019 |
| Finite sample guarantees for PCA in non-isotropic and data-dependent noise N Vaswani, P Narayanamurthy 2017 55th Annual Allerton Conference on Communication, Control, and …, 2017 | 19 | 2017 |
| Provable low rank phase retrieval S Nayer, P Narayanamurthy, N Vaswani IEEE Transactions on Information Theory 66 (9), 5875-5903, 2020 | 18 | 2020 |
| Phaseless PCA: Low-rank matrix recovery from column-wise phaseless measurements S Nayer, P Narayanamurthy, N Vaswani International Conference on Machine Learning, 4762-4770, 2019 | 18 | 2019 |
| Fast robust subspace tracking via pca in sparse data-dependent noise P Narayanamurthy, N Vaswani IEEE Journal on Selected Areas in Information Theory 1 (3), 723-744, 2020 | 11 | 2020 |
| Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data P Narayanamurthy, N Vaswani, A Ramamoorthy IEEE Transactions on Signal Processing 70, 3906-3920, 2022 | 10* | 2022 |
| Pca in sparse data-dependent noise N Vaswani, P Narayanamurthy 2018 IEEE International Symposium on Information Theory (ISIT), 641-645, 2018 | 8 | 2018 |
| Provable memory-efficient online robust matrix completion P Narayanamurthy, V Daneshpajooh, N Vaswani ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 5 | 2019 |
| Provable subspace tracking with missing entries P Narayanamurthy, V Daneshpajooh, N Vaswani 2019 IEEE International Symposium on Information Theory (ISIT), 1867-1871, 2019 | 3 | 2019 |
| Matrix Approximation with Side Information: When Column Sampling is Enough J Chae, P Narayanamurthy, S Bac, SM Sharada, U Mitra arXiv preprint arXiv:2212.05469, 2022 | 1 | 2022 |
| Federated Over-Air Robust Subspace Tracking from Missing Data P Narayanamurthy, N Vaswani, A Ramamoorthy ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 1 | 2022 |
| Column-Based Matrix Approximation with Quasi-Polynomial Structure J Chae, P Narayanamurthy, S Bac, SM Sharada, U Mitra ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | | 2023 |
| Uncertainty-Based Non-Parametric Active Peak Detection P Narayanamurthy, U Mitra 2022 IEEE International Symposium on Information Theory (ISIT), 2046-2051, 2022 | | 2022 |
| Provable and efficient algorithms for robust subspace learning and tracking P Narayanamurthy Iowa State University, 2021 | | 2021 |
Namrata VaswaniProfessor, Iowa State UniversityVerified email at iastate.edu
