Finite sample guarantees for PCA in non-isotropic and data-dependent noise. - Namrata Vaswani; Praneeth Narayanamurthy (Allerton, 2017)

New Results for Provable Dynamic Robust PCA. - Praneeth Narayanamurthy; Namrata Vaswani (CoRR, 2017)

Robust PCA and Robust Subspace Tracking. - Namrata Vaswani; Thierry Bouwmans; Sajid Javed; Praneeth Narayanamurthy (CoRR, 2017)

MEDRoP: Memory-Efficient Dynamic Robust PCA. - Praneeth Narayanamurthy; Namrata Vaswani (CoRR, 2017)

Nearly Optimal Robust Subspace Tracking: A Unified Approach. - Praneeth Narayanamurthy; Namrata Vaswani (DSW, 2018)

A Fast and Memory-Efficient Algorithm for Robust PCA (MEROP). - Praneeth Narayanamurthy; Namrata Vaswani (ICASSP, 2018)

Nearly Optimal Robust Subspace Tracking. - Praneeth Narayanamurthy; Namrata Vaswani (ICML, 2018)

PCA in Sparse Data-Dependent Noise. - Namrata Vaswani; Praneeth Narayanamurthy (ISIT, 2018)

Robust PCA and Robust Subspace Tracking: A Comparative Evaluation. - Sajid Javed; Praneeth Narayanamurthy; Thierry Bouwmans; Namrata Vaswani (SSP, 2018)

Static and Dynamic Robust PCA via Low-Rank + Sparse Matrix Decomposition: A Review. - Namrata Vaswani; Praneeth Narayanamurthy (CoRR, 2018)

Subspace Tracking from Missing and Outlier Corrupted Data. - Praneeth Narayanamurthy; Vahid Daneshpajooh; Namrata Vaswani (CoRR, 2018)

Static and Dynamic Robust PCA and Matrix Completion: A Review. - Namrata Vaswani; Praneeth Narayanamurthy (Proc. IEEE, 2018)

Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery. - Namrata Vaswani; Thierry Bouwmans; Sajid Javed; Praneeth Narayanamurthy (IEEE Signal Process. Mag., 2018)

Provable Memory-efficient Online Robust Matrix Completion. - Praneeth Narayanamurthy; Vahid Daneshpajooh; Namrata Vaswani (ICASSP, 2019)

Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements. - Seyedehsara Nayer; Praneeth Narayanamurthy; Namrata Vaswani (ICML, 2019)

Provable Subspace Tracking with Missing Entries. - Praneeth Narayanamurthy; Vahid Daneshpajooh; Namrata Vaswani (ISIT, 2019)

Phaseless Low Rank Matrix Recovery and Subspace Tracking. - Seyedehsara Nayer; Praneeth Narayanamurthy; Namrata Vaswani (CoRR, 2019)

Provable Dynamic Robust PCA or Robust Subspace Tracking. - Praneeth Narayanamurthy; Namrata Vaswani (IEEE Trans. Inf. Theory, 2019)

Provable Subspace Tracking From Missing Data and Matrix Completion. - Praneeth Narayanamurthy; Vahid Daneshpajooh; Namrata Vaswani (IEEE Trans. Signal Process., 2019)

Federated Over-the-Air Subspace Learning from Incomplete Data. - Praneeth Narayanamurthy; Namrata Vaswani; Aditya Ramamoorthy (CoRR, 2020)

Fast Robust Subspace Tracking via PCA in Sparse Data-Dependent Noise. - Praneeth Narayanamurthy; Namrata Vaswani (IEEE J. Sel. Areas Inf. Theory, 2020)

Provable Low Rank Phase Retrieval. - Seyedehsara Nayer; Praneeth Narayanamurthy; Namrata Vaswani (IEEE Trans. Inf. Theory, 2020)

Federated Over-Air Robust Subspace Tracking from Missing Data. - Praneeth Narayanamurthy; Namrata Vaswani; Aditya Ramamoorthy (ICASSP, 2022)

Uncertainty-Based Non-Parametric Active Peak Detection. - Praneeth Narayanamurthy; Urbashi Mitra (ISIT, 2022)

Federated Over-Air Subspace Tracking From Incomplete and Corrupted Data. - Praneeth Narayanamurthy; Namrata Vaswani; Aditya Ramamoorthy (IEEE Trans. Signal Process., 2022)

Column-Based Matrix Approximation with Quasi-Polynomial Structure. - Jeongmin Chae; Praneeth Narayanamurthy; Selin Bac; Shaama Mallikarjun Sharada; Urbashi Mitra (ICASSP, 2023)

Sketched Column-Based Matrix Approximation With Side Information. - Jeongmin Chae; Praneeth Narayanamurthy; Selin Bac; Shaama Mallikarjun Sharada; Urbashi Mitra (ICASSP, 2024)

Matrix Approximation With Side Information: When Column Sampling Is Enough. - Jeongmin Chae; Praneeth Narayanamurthy; Selin Bac; Shaama Mallikarjun Sharada; Urbashi Mitra (IEEE Trans. Signal Process., 2024)