Namrata Vaswani

ORCID

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 81

Top Venues

CoRR

ICASSP

IEEE Trans. Inf. Theory

ISIT

Publications

Shana Moothedath, Namrata Vaswani
Decentralized Low Rank Matrix Recovery from Column-Wise Projections by Alternating GD and Minimization. ICASSP (2024)
Namrata Vaswani
Efficient Federated Low Rank Matrix Recovery via Alternating GD and Minimization: A Simple Proof. IEEE Trans. Inf. Theory 70 (7) (2024)
Ahmed Ali Abbasi, Namrata Vaswani
Efficient Federated Low Rank Matrix Completion. CoRR (2024)
Konstantinos Konstantinidis, Namrata Vaswani, Aditya Ramamoorthy
Detection and Mitigation of Byzantine Attacks in Distributed Training. IEEE/ACM Trans. Netw. 32 (2) (2024)
Silpa Babu, Namrata Vaswani
A Fast Algorithm for Low Rank + Sparse column-wise Compressive Sensing. Allerton (2023)
Ahmed Ali Abbasi, Shana Moothedath, Namrata Vaswani
Fast Federated Low Rank Matrix Completion. Allerton (2023)
Shana Moothedath, Namrata Vaswani
Comparing Decentralized Gradient Descent Approaches and Guarantees. ICASSP (2023)
Silpa Babu, Sajan Goud Lingala, Namrata Vaswani
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI. IEEE Trans. Computational Imaging 9 (2023)
Seyedehsara Nayer, Namrata Vaswani
Fast and Sample-Efficient Federated Low Rank Matrix Recovery From Column-Wise Linear and Quadratic Projections. IEEE Trans. Inf. Theory 69 (2) (2023)
Ankit Pratap Singh, Namrata Vaswani
Byzantine-resilient Federated Low Rank Column-wise Compressive Sensing. Allerton (2023)
Silpa Babu, Selin Aviyente, Namrata Vaswani
Tensor Low Rank Column-Wise Compressive Sensing for Dynamic Imaging. ICASSP (2023)
Ankit Pratap Singh, Namrata Vaswani
Byzantine-Resilient Federated PCA and Low Rank Matrix Recovery. CoRR (2023)
Namrata Vaswani
A Simple Proof for Efficient Federated Low Rank Matrix Recovery from column-wise Linear Projections. CoRR (2023)
Shana Moothedath, Namrata Vaswani
Fully-Decentralized Alternating Projected Gradient Descent for Low Rank column-wise Compressive Sensing. CoRR (2022)
Shana Moothedath, Namrata Vaswani
Dec-AltProjGDmin: Fully-Decentralized Alternating Projected Gradient Descent for Low Rank Column-wise Compressive Sensing. CDC (2022)
Zhengyu Chen, Seyedehsara Nayer, Namrata Vaswani
Undersampled Dynamic Fourier Ptychography via Phaseless PCA. ICIP (2022)
Seyedehsara Nayer, Namrata Vaswani
Fast Low Rank column-wise Compressive Sensing. ISIT (2022)
Silpa Babu, Seyedehsara Nayer, Sajan Goud Lingala, Namrata Vaswani
Fast Low Rank Column-Wise Compressive Sensing For Accelerated Dynamic MRI. ICASSP (2022)
Shana Moothedath, Namrata Vaswani
Fully Decentralized and Federated Low Rank Compressive Sensing. ACC (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)
Namrata Vaswani
Corrections to "Provable Low Rank Phase Retrieval". IEEE Trans. Inf. Theory 68 (2) (2022)
Seyedehsara Nayer, Namrata Vaswani
Sample-Efficient Low Rank Phase Retrieval. ISIT (2021)
Anindya Bijoy Das, Aditya Ramamoorthy, Namrata Vaswani
Efficient and Robust Distributed Matrix Computations via Convolutional Coding. ISIT (2021)
Shana Moothedath, Namrata Vaswani
Fully Decentralized and Federated Low Rank Compressive Sensing. CoRR (2021)
Seyedehsara Nayer, Namrata Vaswani
Fast and Sample-Efficient Federated Low Rank Matrix Recovery from Column-wise Linear and Quadratic Projections. CoRR (2021)
Seyedehsara Nayer, Namrata Vaswani
Sample-Efficient Low Rank Phase Retrieval. IEEE Trans. Inf. Theory 67 (12) (2021)
Anindya Bijoy Das, Aditya Ramamoorthy, Namrata Vaswani
Efficient and Robust Distributed Matrix Computations via Convolutional Coding. IEEE Trans. Inf. Theory 67 (9) (2021)
Gauri Jagatap, Zhengyu Chen, Seyedehsara Nayer, Chinmay Hegde, Namrata Vaswani
Sample Efficient Fourier Ptychography for Structured Data. IEEE Trans. Computational Imaging 6 (2020)
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
Non-Convex Structured Phase Retrieval. CoRR (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)
Namrata Vaswani
Nonconvex Structured Phase Retrieval: A Focus on Provably Correct Approaches. IEEE Signal Process. Mag. 37 (5) (2020)
Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy
Federated Over-the-Air Subspace Learning from Incomplete Data. CoRR (2020)
Seyedehsara Nayer, Namrata Vaswani
Sample-Efficient Low Rank Phase Retrieval. CoRR (2020)
Seyedehsara Nayer, Namrata Vaswani
PhaST: Model-free Phaseless Subspace Tracking. ICASSP (2019)
Anindya Bijoy Das, Aditya Ramamoorthy, Namrata Vaswani
Random Convolutional Coding for Robust and Straggler Resilient Distributed Matrix Computation. CoRR (2019)
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)
Namrata Vaswani
Women in Signal Processing Committee Highlights [Society News]. IEEE Signal Process. Mag. 35 (3) (2018)
Seyedehsara Nayer, Namrata Vaswani
Phaseless Subspace Tracking. CoRR (2018)
Praneeth Narayanamurthy, Namrata Vaswani
Provable Dynamic Robust PCA or Robust Subspace Tracking. ISIT (2018)
Namrata Vaswani, Yuejie Chi, Thierry Bouwmans
Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications. Proc. IEEE 106 (8) (2018)
Zhengyu Chen, Gauri Jagatap, Seyedehsara Nayer, Chinmay Hegde, Namrata Vaswani
Low Rank Fourier Ptychography. ICASSP (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)
Namrata Vaswani
A Feature Article Cluster on Exploiting Structure in Data Analytics: Low-Rank and Sparse Structures [From the Guest Editor]. IEEE Signal Process. Mag. 35 (4) (2018)
Seyedehsara Nayer, Namrata Vaswani
Phaseless Subspace Tracking. GlobalSIP (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)
Gauri Jagatap, Zhengyu Chen, Chinmay Hegde, Namrata Vaswani
Sub-Diffraction Imaging Using Fourier Ptychography and Structured Sparsity. ICASSP (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)
Gauri Jagatap, Zhengyu Chen, Chinmay Hegde, Namrata Vaswani
Model Corrected Low Rank Ptychography. ICIP (2018)
Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani
Subspace Tracking from Missing and Outlier Corrupted Data. CoRR (2018)
Thierry Bouwmans, Namrata Vaswani, Paul Rodríguez, René Vidal, Zhouchen Lin
Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications. IEEE J. Sel. Top. Signal Process. 12 (6) (2018)
Han Guo, Namrata Vaswani
Video Denoising via Dynamic Video Layering. IEEE Signal Process. Lett. 25 (7) (2018)
Seyedehsara Nayer, Namrata Vaswani, Yonina C. Eldar
Low rank phase retrieval. ICASSP (2017)
Han Guo, Namrata Vaswani
Video Denoising and Enhancement via Dynamic Video Layering. CoRR (2017)
Namrata Vaswani, Seyedehsara Nayer, Yonina C. Eldar
Low-Rank Phase Retrieval. IEEE Trans. Signal Process. 65 (15) (2017)
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)
Namrata Vaswani, Seyedehsara Nayer, Yonina C. Eldar
Low Rank Phase Retrieval. CoRR (2016)
Namrata Vaswani, Jinchun Zhan
Recursive Recovery of Sparse Signal Sequences From Compressive Measurements: A Review. IEEE Trans. Signal Process. 64 (13) (2016)
Namrata Vaswani, Han Guo
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated. CoRR (2016)
Jinchun Zhan, Brian Lois, Han Guo, Namrata Vaswani
Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees. AISTATS (2016)
Han Guo, Namrata Vaswani
Video denoising via online sparse and low-rank matrix decomposition. SSP (2016)
Namrata Vaswani, Jinchun Zhan
Recursive Recovery of Sparse Signal Sequences from Compressive Measurements: A Review. CoRR (2016)
Seyedehsara Nayer, Namrata Vaswani, Yonina C. Eldar
Low rank matrix recovery from column-wise phaseless measurements. SSP (2016)
Jinchun Zhan, Brian Lois, Namrata Vaswani
Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees. CoRR (2016)
Namrata Vaswani, Han Guo
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated. NIPS (2016)
Brian Lois, Namrata Vaswani
A correctness result for online robust PCA. ICASSP (2015)
Brian Lois, Namrata Vaswani
Online matrix completion and online robust PCA. ISIT (2015)
Jinchun Zhan, Namrata Vaswani
Time Invariant Error Bounds for Modified-CS-Based Sparse Signal Sequence Recovery. IEEE Trans. Inf. Theory 61 (3) (2015)
Brian Lois, Namrata Vaswani
Online Matrix Completion and Online Robust PCA. CoRR (2015)
Jinchun Zhan, Namrata Vaswani
Robust PCA With Partial Subspace Knowledge. IEEE Trans. Signal Process. 63 (13) (2015)
Chenlu Qiu, Namrata Vaswani, Brian Lois, Leslie Hogben
Recursive Robust PCA or Recursive Sparse Recovery in Large but Structured Noise. IEEE Trans. Inf. Theory 60 (8) (2014)
Jinchun Zhan, Namrata Vaswani, Chenlu Qiu
Performance Guarantees for ReProCS - Correlated Low-Rank Matrix Entries Case. CoRR (2014)
Jinchun Zhan, Namrata Vaswani
Robust PCA with Partial Subspace Knowledge. CoRR (2014)
Han Guo, Chenlu Qiu, Namrata Vaswani
An Online Algorithm for Separating Sparse and Low-Dimensional Signal Sequences From Their Sum. IEEE Trans. Signal Process. 62 (16) (2014)
Jinchun Zhan, Namrata Vaswani, Chenlu Qiu
Performance guarantees for ReProCS - Correlated low-rank matrix entries case. ISIT (2014)
Han Guo, Chenlu Qiu, Namrata Vaswani
Practical ReProCS for separating sparse and low-dimensional signal sequences from their sum - Part 1. ICASSP (2014)
Han Guo, Namrata Vaswani, Chenlu Qiu
Practical ReProCS for separating sparse and low-dimensional signal sequences from their sum - Part 2. GlobalSIP (2014)
Jinchun Zhan, Namrata Vaswani
Robust PCA with partial subspace knowledge. ISIT (2014)
Brian Lois, Namrata Vaswani
A Correctness Result for Online Robust PCA. CoRR (2014)
Han Guo, Chenlu Qiu, Namrata Vaswani
Practical ReProCS for Separating Sparse and Low-dimensional Signal Sequences from their Sum. CoRR (2013)
Rituparna Sarkar, Samarjit Das, Namrata Vaswani
PaFiMoCS: Particle Filtered Modified-CS and Applications in Visual Tracking across Illumination Change CoRR (2013)
Chenlu Qiu, Namrata Vaswani
Recursive Sparse Recovery in Large but Structured Noise - Part 2 CoRR (2013)
Rituparna Sarkar, Samarjit Das, Namrata Vaswani
Tracking sparse signal sequences from nonlinear/non-Gaussian measurements and applications in illumination-motion tracking. ICASSP (2013)
Chenlu Qiu, Namrata Vaswani, Leslie Hogben
Recursive robust PCA or recursive sparse recovery in large but structured noise. ICASSP (2013)

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Publication Activity (10 Years)

Top Topics

Top Venues

Namrata Vaswani