Praneeth Narayanamurthy

Shaama Mallikarjun Sharada

Selin Bac

IEEE Trans. Signal Process., 2024

Sketched Column-Based Matrix Approximation With Side Information.

[BibT_eX]

[DOI]

Jeongmin Chae

Shaama Mallikarjun Sharada

Selin Bac

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Column-Based Matrix Approximation with Quasi-Polynomial Structure.

[BibT_eX]

[DOI]

Jeongmin Chae

Shaama Mallikarjun Sharada

Selin Bac

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

Federated Over-Air Subspace Tracking From Incomplete and Corrupted Data.

[BibT_eX]

[DOI]

Aditya Ramamoorthy

IEEE Trans. Signal Process., 2022

Uncertainty-Based Non-Parametric Active Peak Detection.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2022

Federated Over-Air Robust Subspace Tracking from Missing Data.

[BibT_eX]

[DOI]

Aditya Ramamoorthy

Proceedings of the IEEE International Conference on Acoustics, 2022

2020

Provable Low Rank Phase Retrieval.

[BibT_eX]

[DOI]

Seyedehsara Nayer

IEEE Trans. Inf. Theory, 2020

Fast Robust Subspace Tracking via PCA in Sparse Data-Dependent Noise.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Inf. Theory, 2020

Federated Over-the-Air Subspace Learning from Incomplete Data.

[BibT_eX]

[DOI]

Aditya Ramamoorthy

CoRR, 2020

2019

Provable Subspace Tracking From Missing Data and Matrix Completion.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Provable Dynamic Robust PCA or Robust Subspace Tracking.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2019

Phaseless Low Rank Matrix Recovery and Subspace Tracking.

[BibT_eX]

[DOI]

Seyedehsara Nayer

CoRR, 2019

Provable Subspace Tracking with Missing Entries.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements.

[BibT_eX]

[DOI]

Seyedehsara Nayer

Proceedings of the 36th International Conference on Machine Learning, 2019

Provable Memory-efficient Online Robust Matrix Completion.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

2018

Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery.

[BibT_eX]

[DOI]

Thierry Bouwmans

Sajid Javed

IEEE Signal Process. Mag., 2018

Static and Dynamic Robust PCA and Matrix Completion: A Review.

[BibT_eX]

[DOI]

Proc. IEEE, 2018

Subspace Tracking from Missing and Outlier Corrupted Data.

[BibT_eX]

[DOI]

CoRR, 2018

Static and Dynamic Robust PCA via Low-Rank + Sparse Matrix Decomposition: A Review.

[BibT_eX]

[DOI]

CoRR, 2018

Robust PCA and Robust Subspace Tracking: A Comparative Evaluation.

[BibT_eX]

[DOI]

Sajid Javed

Thierry Bouwmans

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

PCA in Sparse Data-Dependent Noise.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Nearly Optimal Robust Subspace Tracking.

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Machine Learning, 2018

A Fast and Memory-Efficient Algorithm for Robust PCA (MEROP).

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Nearly Optimal Robust Subspace Tracking: A Unified Approach.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Data Science Workshop, 2018

2017

MEDRoP: Memory-Efficient Dynamic Robust PCA.

[BibT_eX]

[DOI]

CoRR, 2017

Robust PCA and Robust Subspace Tracking.

[BibT_eX]

[DOI]

Thierry Bouwmans

Sajid Javed

CoRR, 2017

New Results for Provable Dynamic Robust PCA.

[BibT_eX]

[DOI]

CoRR, 2017

Finite sample guarantees for PCA in non-isotropic and data-dependent noise.

[BibT_eX]

[DOI]