Praneeth Narayanamurthy

According to our database, Praneeth Narayanamurthy authored at least 26 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Column-Based Matrix Approximation with Quasi-Polynomial Structure.

Jeongmin Chae, Praneeth Narayanamurthy, Selin Bac, Shaama Mallikarjun Sharada, Urbashi Mitra

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

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

Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy

IEEE Trans. Signal Process., 2022

Uncertainty-Based Non-Parametric Active Peak Detection.

Praneeth Narayanamurthy, Urbashi Mitra

Proceedings of the IEEE International Symposium on Information Theory, 2022

Federated Over-Air Robust Subspace Tracking from Missing Data.

Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy

Proceedings of the IEEE International Conference on Acoustics, 2022

2020

Provable Low Rank Phase Retrieval.

Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani

IEEE Trans. Inf. Theory, 2020

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

Praneeth Narayanamurthy, Namrata Vaswani

IEEE J. Sel. Areas Inf. Theory, 2020

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

Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy

CoRR, 2020

2019

Provable Subspace Tracking From Missing Data and Matrix Completion.

Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani

IEEE Trans. Signal Process., 2019

Provable Dynamic Robust PCA or Robust Subspace Tracking.

Praneeth Narayanamurthy, Namrata Vaswani

IEEE Trans. Inf. Theory, 2019

Phaseless Low Rank Matrix Recovery and Subspace Tracking.

Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani

CoRR, 2019

Provable Subspace Tracking with Missing Entries.

Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani

Proceedings of the IEEE International Symposium on Information Theory, 2019

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

Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani

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

Provable Memory-efficient Online Robust Matrix Completion.

Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani

Proceedings of the IEEE International Conference on Acoustics, 2019

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

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

Namrata Vaswani, Praneeth Narayanamurthy

Proc. IEEE, 2018

Subspace Tracking from Missing and Outlier Corrupted Data.

Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani

CoRR, 2018

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

Namrata Vaswani, Praneeth Narayanamurthy

CoRR, 2018

Robust PCA and Robust Subspace Tracking: A Comparative Evaluation.

Sajid Javed, Praneeth Narayanamurthy, Thierry Bouwmans, Namrata Vaswani

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

PCA in Sparse Data-Dependent Noise.

Namrata Vaswani, Praneeth Narayanamurthy

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

Nearly Optimal Robust Subspace Tracking.

Praneeth Narayanamurthy, Namrata Vaswani

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

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

Praneeth Narayanamurthy, Namrata Vaswani

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Nearly Optimal Robust Subspace Tracking: A Unified Approach.

Praneeth Narayanamurthy, Namrata Vaswani

Proceedings of the 2018 IEEE Data Science Workshop, 2018

2017

MEDRoP: Memory-Efficient 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

New Results for Provable Dynamic Robust PCA.

Praneeth Narayanamurthy, Namrata Vaswani

CoRR, 2017

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

Namrata Vaswani, Praneeth Narayanamurthy

Proceedings of the 55th Annual Allerton Conference on Communication, 2017