Namrata Vaswani

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Publication record
191 papers · 5,165 citations · H-index 36

PAPERS

Locally Shuffled Low Rank Column-Wise Sensing
20260 citationsauthor #2
Secure Algorithms for Vertically Federated Multi-Task Representation Learning
20250 citationsauthor #2
AltGDmin: Alternating GD and Minimization for Partly-Decoupled (Federated) Optimization
20250 citationsauthor #1
Locally Permuted Low Rank Column-wise Sensing
20250 citationsauthor #2
Byzantine-Resilient Federated Alternating Gradient Descent and Minimization for Partly-Decoupled Low Rank Matrix Learning
20250 citationsauthor #3
Generalizable Real-time Accelerated Dynamic MRI
20251 citationsauthor #5
Low Latency and Generalizable Dynamic MRI via L+S Alternating GD and Minimization
20250 citationsauthor #3
Byzantine-Resilient Federated Principal Subspace Estimation
20242 citationsauthor #2
Byzantine Resilient and Fast Federated Few-Shot Learning
20245 citationsauthor #2
Noisy Low Rank Column-wise Sensing
20242 citationsauthor #2
Efficient Federated Low Rank Matrix Completion
20241 citationsauthor #2
Decentralized Low Rank Matrix Recovery from Column-Wise Projections by Alternating GD and Minimization
20242 citationsauthor #2
Democratizing Signal Processing and Machine Learning: Math Learning Equity for Elementary and Middle School Students
20241 citationsauthor #1
AltGDmin for Accelerated L+S Dynamic MRI
20240 citationsauthor #2
Fast and Sample Efficient Multi-Task Representation Learning in Stochastic Contextual Bandits
20248 citationsauthor #3
A Fast Algorithm for Low Rank + Sparse column-wise Compressive Sensing
20231 citationsauthor #2
Fast Federated Low Rank Matrix Completion
20231 citationsauthor #3
Efficient Federated Low Rank Matrix Recovery via Alternating GD and Minimization: A Simple Proof
202314 citationsauthor #1
Tensor Low Rank Column-Wise Compressive Sensing for Dynamic Imaging
20231 citationsauthor #3
Comparing Decentralized Gradient Descent Approaches and Guarantees
20235 citationsauthor #2
Byzantine-Resilient Federated PCA and Low Rank Matrix Recovery
20232 citationsauthor #2
Byzantine-Resilient Federated PCA and Low-Rank Column-Wise Sensing
20231 citationsauthor #2
Byzantine-resilient Federated Low Rank Column-wise Compressive Sensing
20230 citationsauthor #2
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI
202212 citationsauthor #3
Corrections to "Provable Low Rank Phase Retrieval"
20220 citationsauthor #1
Detection and Mitigation of Byzantine Attacks in Distributed Training
20223 citationsauthor #2
Dec-AltProjGDmin: Fully-Decentralized Alternating Projected Gradient Descent for Low Rank Column-wise Compressive Sensing
20225 citationsauthor #2
Undersampled Dynamic Fourier Ptychography via Phaseless PCA
20222 citationsauthor #3
Fast Low Rank column-wise Compressive Sensing
20224 citationsauthor #2
Federated Over-Air Robust Subspace Tracking from Missing Data
20222 citationsauthor #2
Decentralized Communication-Efficient Multi-Task Representation Learning
20222 citationsauthor #2
Efficient and Robust Distributed Matrix Computations via Convolutional Coding
20213 citationsauthor #3
Sample-Efficient Low Rank Phase Retrieval
20211 citationsauthor #2
Fully Decentralized and Federated Low Rank Compressive Sensing
20216 citationsauthor #2
Fast and Sample-Efficient Federated Low Rank Matrix Recovery From Column-Wise Linear and Quadratic Projections
202131 citationsauthor #2
Federated Over-Air Subspace Tracking From Incomplete and Corrupted Data
202012 citationsauthor #2
Federated Over-the-Air Subspace Learning from Incomplete Data
20203 citationsauthor #2
Sample-Efficient Low Rank Phase Retrieval
202022 citationsauthor #2
Fast Robust Subspace Tracking via PCA in Sparse Data-Dependent Noise
202011 citationsauthor #2
Sample Efficient Fourier Ptychography for Structured Data
202029 citationsauthor #5
Nonconvex Structured Phase Retrieval: A Focus on Provably Correct Approaches
202016 citationsauthor #1
Federated Over-the-Air Subspace Learning and Tracking from Incomplete Data.
20200 citationsauthor #2
Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements
201919 citationsauthor #2
Phaseless Low Rank Matrix Recovery and Subspace Tracking
20190 citationsauthor #3
Provable Low Rank Phase Retrieval and Compressive PCA
20191 citationsauthor #3
Efficient and Robust Distributed Matrix Computations via Convolutional Coding
201933 citationsauthor #3
EE425X - Machine Learning: A Signal Processing Perspective
20190 citationsauthor #1
Provable Memory-efficient Online Robust Matrix Completion
20194 citationsauthor #3
Provable Subspace Tracking with Missing Entries
20192 citationsauthor #3
Principal Component Analysis (PCA) with Data-Dependent Noise: Understanding usefulness of matrix Bernstein and Vershynin’s sub-Gaussian matrices result
20190 citationsauthor #2
PhaST: Model-free Phaseless Subspace Tracking
20192 citationsauthor #2
Provable Low Rank Phase Retrieval
201920 citationsauthor #3
Random Convolutional Coding for Robust and Straggler Resilient Distributed Matrix Computation
20199 citationsauthor #3
PHASELESS SUBSPACE TRACKING
20184 citationsauthor #2
Provable Dynamic Robust PCA or Robust Subspace Tracking
20183 citationsauthor #2
Provable Subspace Tracking From Missing Data and Matrix Completion
201823 citationsauthor #3
Robust PCA and Robust Subspace Tracking: A Comparative Evaluation
201835 citationsauthor #4
Research and Scholarship
20180 citationsauthor #16
Static and Dynamic Robust PCA via Low-Rank + Sparse Matrix Decomposition: A Review
20187 citationsauthor #1
Sub-Diffraction Imaging Using Fourier Ptychography and Structured Sparsity
201817 citationsauthor #4
Static and Dynamic Robust PCA and Matrix Completion: A Review
201879 citationsauthor #1
Model Corrected Low Rank Ptychography
20184 citationsauthor #4
A Feature Article Cluster on Exploiting Structure in Data Analytics: Low-Rank and Sparse Structures [From the Guest Editor]
20182 citationsauthor #1
Low Rank Fourier Ptychography
201815 citationsauthor #5
A Fast and Memory-Efficient Algorithm for Robust PCA (MEROP)
201836 citationsauthor #2
Women in Signal Processing Committee Highlights [Society News]
20180 citationsauthor #1
Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications
201872 citationsauthor #1
Robust PCA , Subspace Learning , and Tracking *
201822 citationsauthor #1
PCA in Sparse Data-Dependent Noise
20187 citationsauthor #1
Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications
20187 citationsauthor #2
Provable Dynamic Robust PCA or Robust Subspace Tracking
201758 citationsauthor #2
Finite sample guarantees for PCA in non-isotropic and data-dependent noise
201721 citationsauthor #1
MEDRoP: Memory-Efficient Dynamic Robust PCA
20179 citationsauthor #2
Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery
2017302 citationsauthor #1
New Results for Provable Dynamic Robust PCA
20173 citationsauthor #2
NEARLY OPTIMAL ROBUST SUBSPACE TRACKING: A UNIFIED APPROACH
201722 citationsauthor #2
Robust PCA and Robust Subspace Tracking
201712 citationsauthor #1
Improved Guarantees for Correlated-PCA ( PCA when Data and Noise are Correlated )
20170 citationsauthor #1
Video Denoising via Dynamic Video Layering
201714 citationsauthor #2
PCA in Data-Dependent Noise (Correlated-PCA): Nearly Optimal Finite Sample Guarantees
20172 citationsauthor #1
Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees
201644 citationsauthor #4
Low-Rank Phase Retrieval
201671 citationsauthor #1
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated
201625 citationsauthor #1
Recursive Recovery of Sparse Signal Sequences From Compressive Measurements: A Review
201684 citationsauthor #1
Video denoising via online sparse and low-rank matrix decomposition
201618 citationsauthor #2
What Is the Best Method to Fit Time-Resolved Data? A Comparison of the Residual Minimization and the Maximum Likelihood Techniques As Applied to Experimental Time-Correlated, Single-Photon Counting Data.
201629 citationsauthor #5
Low rank matrix recovery from column-wise phaseless measurements
20161 citationsauthor #2
A Simple Generalization of a Result for Random Matrices with Independent Sub-Gaussian Rows
20160 citationsauthor #1
Non-convex Phase Retrieval of Low-Rank Matrix Columns
20160 citationsauthor #2
Online matrix completion and online robust PCA
201547 citationsauthor #2
Recursive reconstruction of highly undersampled functional MRI sequences
20150 citationsauthor #3
Online ( Recursive ) Robust Principal Components Analysis
20150 citationsauthor #1
Time Invariant Error Bounds for Modified-CS-Based Sparse Signal Sequence Recovery
201523 citationsauthor #2
Performance guarantees for ReProCS - Correlated low-rank matrix entries case
20148 citationsauthor #2
Probability Background for EE 527 ( Estimation and Detection Theory )
20140 citationsauthor #1
Recursive Reconstruction of Sparse Signal Sequences
20146 citationsauthor #1
Robust PCA With Partial Subspace Knowledge
20145 citationsauthor #2
A correctness result for online robust PCA
201415 citationsauthor #2
Robust PCA with partial subspace knowledge
201448 citationsauthor #2
Kalman Filtering
201429 citationsauthor #1

TIMELINE

1970 41 citations

2001 9 citations

2002 1 citations

2003 377 citations

2004 75 citations

2005 321 citations

2006 119 citations

2007 161 citations

2008 381 citations

2009 1,010 citations

2010 303 citations

2011 176 citations

2012 203 citations

2013 238 citations

2014 123 citations

2015 70 citations

2016 272 citations

2017 443 citations

2018 333 citations

2019 90 citations

2020 93 citations

2021 41 citations

2022 30 citations

2023 25 citations

2024 21 citations

2025 1 citations

2026 0 citations

Unknown 214 citations

Namrata Vaswani

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