Praneeth Narayanamurthy

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 32

Top Topics

Robust Principal Component Analysis

Dimensionality Reduction

Top Venues

IEEE Trans. Signal Process.

Publications

Jeongmin Chae, Praneeth Narayanamurthy, Selin Bac, Shaama Mallikarjun Sharada, Urbashi Mitra
Matrix Approximation With Side Information: When Column Sampling Is Enough. IEEE Trans. Signal Process. 72 (2024)
Jeongmin Chae, Praneeth Narayanamurthy, Selin Bac, Shaama Mallikarjun Sharada, Urbashi Mitra
Sketched Column-Based Matrix Approximation With Side Information. ICASSP (2024)
Jeongmin Chae, Praneeth Narayanamurthy, Selin Bac, Shaama Mallikarjun Sharada, Urbashi Mitra
Column-Based Matrix Approximation with Quasi-Polynomial Structure. ICASSP (2023)
Praneeth Narayanamurthy, Urbashi Mitra
Uncertainty-Based Non-Parametric Active Peak Detection. CoRR (2022)
Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy
Federated Over-Air Subspace Tracking From Incomplete and Corrupted Data. IEEE Trans. Signal Process. 70 (2022)
Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy
Federated Over-Air Robust Subspace Tracking from Missing Data. ICASSP (2022)
Praneeth Narayanamurthy, Urbashi Mitra
Uncertainty-Based Non-Parametric Active Peak Detection. ISIT (2022)
Praneeth Narayanamurthy, Namrata Vaswani
Fast Robust Subspace Tracking via PCA in Sparse Data-Dependent Noise. IEEE J. Sel. Areas Inf. Theory 1 (3) (2020)
Namrata Vaswani, Praneeth Narayanamurthy
Fast Robust Subspace Tracking via PCA in Sparse Data-Dependent Noise. CoRR (2020)
Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani
Provable Low Rank Phase Retrieval. IEEE Trans. Inf. Theory 66 (9) (2020)
Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy
Federated Over-the-Air Subspace Learning from Incomplete Data. CoRR (2020)
Praneeth Narayanamurthy, Namrata Vaswani
Provable Dynamic Robust PCA or Robust Subspace Tracking. IEEE Trans. Inf. Theory 65 (3) (2019)
Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani
Phaseless Low Rank Matrix Recovery and Subspace Tracking. CoRR (2019)
Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani
Provable Subspace Tracking From Missing Data and Matrix Completion. IEEE Trans. Signal Process. 67 (16) (2019)
Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani
Provable Memory-efficient Online Robust Matrix Completion. ICASSP (2019)
Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani
Provable Subspace Tracking with Missing Entries. ISIT (2019)
Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani
Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements. ICML (2019)
Praneeth Narayanamurthy, Namrata Vaswani
Provable Dynamic Robust PCA or Robust Subspace Tracking. ISIT (2018)
Namrata Vaswani, Praneeth Narayanamurthy
Static and Dynamic Robust PCA via Low-Rank + Sparse Matrix Decomposition: A Review. CoRR (2018)
Namrata Vaswani, Praneeth Narayanamurthy
PCA in Sparse Data-Dependent Noise. ISIT (2018)
Praneeth Narayanamurthy, Namrata Vaswani
Nearly Optimal Robust Subspace Tracking. ICML (2018)
Praneeth Narayanamurthy, Namrata Vaswani
A Fast and Memory-Efficient Algorithm for Robust PCA (MEROP). ICASSP (2018)
Namrata Vaswani, Praneeth Narayanamurthy
Static and Dynamic Robust PCA and Matrix Completion: A Review. Proc. IEEE 106 (8) (2018)
Namrata Vaswani, Thierry Bouwmans, Sajid Javed, Praneeth Narayanamurthy
Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery. IEEE Signal Process. Mag. 35 (4) (2018)
Praneeth Narayanamurthy, Namrata Vaswani
Nearly Optimal Robust Subspace Tracking: A Unified Approach. DSW (2018)
Sajid Javed, Praneeth Narayanamurthy, Thierry Bouwmans, Namrata Vaswani
Robust PCA and Robust Subspace Tracking: A Comparative Evaluation. SSP (2018)
Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani
Subspace Tracking from Missing and Outlier Corrupted Data. CoRR (2018)
Namrata Vaswani, Praneeth Narayanamurthy
Finite sample guarantees for PCA in non-isotropic and data-dependent noise. Allerton (2017)
Namrata Vaswani, Praneeth Narayanamurthy
Finite Sample Guarantees for PCA in Non-Isotropic and Data-Dependent Noise. CoRR (2017)
Praneeth Narayanamurthy, Namrata Vaswani
New Results for Provable Dynamic Robust PCA. CoRR (2017)
Praneeth Narayanamurthy, Namrata Vaswani
MEDRoP: Memory-Efficient Dynamic Robust PCA. CoRR (2017)
Namrata Vaswani, Thierry Bouwmans, Sajid Javed, Praneeth Narayanamurthy
Robust PCA and Robust Subspace Tracking. CoRR (2017)