Namrata Vaswani

IEEE Trans. Inf. Theory, November, 2024

Efficient Federated Low Rank Matrix Recovery via Alternating GD and Minimization: A Simple Proof.

[BibT_eX]

[DOI]

Konstantinos Konstantinidis

IEEE Trans. Inf. Theory, July, 2024

Detection and Mitigation of Byzantine Attacks in Distributed Training.

[BibT_eX]

[DOI]

IEEE/ACM Trans. Netw., April, 2024

Democratizing Signal Processing and Machine Learning: Math Learning Equity for Elementary and Middle School Students.

[BibT_eX]

[DOI]

Mohamed Y. Selim

Renee Serrell Gibert

CoRR, 2024

Noisy Low Rank Column-wise Sensing.

[BibT_eX]

[DOI]

CoRR, 2024

Efficient Federated Low Rank Matrix Completion.

[BibT_eX]

[DOI]

Ahmed Ali Abbasi

CoRR, 2024

Byzantine-Resilient Federated Principal Subspace Estimation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2024

Byzantine Resilient and Fast Federated Few-Shot Learning.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Fast and Sample Efficient Multi-Task Representation Learning in Stochastic Contextual Bandits.

[BibT_eX]

[DOI]

Jiabin Lin

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Decentralized Low Rank Matrix Recovery from Column-Wise Projections by Alternating GD and Minimization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Fast and Sample-Efficient Federated Low Rank Matrix Recovery From Column-Wise Linear and Quadratic Projections.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, February, 2023

Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI.

[BibT_eX]

[DOI]

Silpa Babu

Sajan Goud Lingala

IEEE Trans. Computational Imaging, 2023

Byzantine-Resilient Federated PCA and Low Rank Matrix Recovery.

[BibT_eX]

[DOI]

CoRR, 2023

A Simple Proof for Efficient Federated Low Rank Matrix Recovery from column-wise Linear Projections.

[BibT_eX]

[DOI]

CoRR, 2023

Comparing Decentralized Gradient Descent Approaches and Guarantees.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

Tensor Low Rank Column-Wise Compressive Sensing for Dynamic Imaging.

[BibT_eX]

[DOI]

Silpa Babu

Selin Aviyente

Proceedings of the IEEE International Conference on Acoustics, 2023

Byzantine-resilient Federated Low Rank Column-wise Compressive Sensing.

[BibT_eX]

[DOI]

Proceedings of the 59th Annual Allerton Conference on Communication, 2023

A Fast Algorithm for Low Rank + Sparse column-wise Compressive Sensing.

[BibT_eX]

[DOI]

Silpa Babu

Proceedings of the 59th Annual Allerton Conference on Communication, 2023

Fast Federated Low Rank Matrix Completion.

[BibT_eX]

[DOI]

Ahmed Ali Abbasi

Proceedings of the 59th Annual Allerton Conference on Communication, 2023

2022

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

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2022

Corrections to "Provable Low Rank Phase Retrieval".

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2022

Fully-Decentralized Alternating Projected Gradient Descent for Low Rank column-wise Compressive Sensing.

[BibT_eX]

[DOI]

CoRR, 2022

Fast Low Rank column-wise Compressive Sensing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2022

Undersampled Dynamic Fourier Ptychography via Phaseless PCA.

[BibT_eX]

[DOI]

Zhengyu Chen

Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Federated Over-Air Robust Subspace Tracking from Missing Data.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

Fast Low Rank Column-Wise Compressive Sensing For Accelerated Dynamic MRI.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

Dec-AltProjGDmin: Fully-Decentralized Alternating Projected Gradient Descent for Low Rank Column-wise Compressive Sensing.

[BibT_eX]

[DOI]

Proceedings of the 61st IEEE Conference on Decision and Control, 2022

Fully Decentralized and Federated Low Rank Compressive Sensing.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2022

2021

Sample-Efficient Low Rank Phase Retrieval.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2021

Efficient and Robust Distributed Matrix Computations via Convolutional Coding.

[BibT_eX]

[DOI]

Anindya Bijoy Das

IEEE Trans. Inf. Theory, 2021

2020

Provable Low Rank Phase Retrieval.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2020

Sample Efficient Fourier Ptychography for Structured Data.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2020

Nonconvex Structured Phase Retrieval: A Focus on Provably Correct Approaches.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2020

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

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Inf. Theory, 2020

Non-Convex Structured Phase Retrieval.

[BibT_eX]

[DOI]

CoRR, 2020

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

[BibT_eX]

[DOI]

CoRR, 2020

2019

Provable Subspace Tracking From Missing Data and Matrix Completion.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Provable Dynamic Robust PCA or Robust Subspace Tracking.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2019

Random Convolutional Coding for Robust and Straggler Resilient Distributed Matrix Computation.

[BibT_eX]

[DOI]

Anindya Bijoy Das

CoRR, 2019

Phaseless Low Rank Matrix Recovery and Subspace Tracking.

[BibT_eX]

[DOI]

CoRR, 2019

Provable Subspace Tracking with Missing Entries.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

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

[BibT_eX]

[DOI]

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

PhaST: Model-free Phaseless Subspace Tracking.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Provable Memory-efficient Online Robust Matrix Completion.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

2018

Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery.

[BibT_eX]

[DOI]

Sajid Javed

IEEE Signal Process. Mag., 2018

A Feature Article Cluster on Exploiting Structure in Data Analytics: Low-Rank and Sparse Structures [From the Guest Editor].

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2018

Women in Signal Processing Committee Highlights [Society News].

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2018

Video Denoising via Dynamic Video Layering.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2018

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

[BibT_eX]

[DOI]

Proc. IEEE, 2018

Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications.

[BibT_eX]

[DOI]

Yuejie Chi

Proc. IEEE, 2018

Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2018

Subspace Tracking from Missing and Outlier Corrupted Data.

[BibT_eX]

[DOI]

CoRR, 2018

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

[BibT_eX]

[DOI]

CoRR, 2018

Robust PCA and Robust Subspace Tracking: A Comparative Evaluation.

[BibT_eX]

[DOI]

Sajid Javed

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

PCA in Sparse Data-Dependent Noise.

[BibT_eX]

[DOI]

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

Nearly Optimal Robust Subspace Tracking.

[BibT_eX]

[DOI]

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

Model Corrected Low Rank Ptychography.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

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

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Sub-Diffraction Imaging Using Fourier Ptychography and Structured Sparsity.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Low Rank Fourier Ptychography.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Phaseless Subspace Tracking.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018

Nearly Optimal Robust Subspace Tracking: A Unified Approach.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Data Science Workshop, 2018

2017

Low-Rank Phase Retrieval.

[BibT_eX]

[DOI]

Yonina C. Eldar

IEEE Trans. Signal Process., 2017

MEDRoP: Memory-Efficient Dynamic Robust PCA.

[BibT_eX]

[DOI]

CoRR, 2017

Robust PCA and Robust Subspace Tracking.

[BibT_eX]

[DOI]

Sajid Javed

CoRR, 2017

Video Denoising and Enhancement via Dynamic Video Layering.

[BibT_eX]

[DOI]

CoRR, 2017

New Results for Provable Dynamic Robust PCA.

[BibT_eX]

[DOI]

CoRR, 2017

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

[BibT_eX]

[DOI]

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

2016

Recursive Recovery of Sparse Signal Sequences From Compressive Measurements: A Review.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees.

[BibT_eX]

[DOI]

CoRR, 2016

Low rank matrix recovery from column-wise phaseless measurements.

[BibT_eX]

[DOI]

Yonina C. Eldar

Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Video denoising via online sparse and low-rank matrix decomposition.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

2015

Robust PCA With Partial Subspace Knowledge.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2015

Time Invariant Error Bounds for Modified-CS-Based Sparse Signal Sequence Recovery.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Online matrix completion and online robust PCA.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2015

A correctness result for online robust PCA.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

2014

An Online Algorithm for Separating Sparse and Low-Dimensional Signal Sequences From Their Sum.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2014

Recursive Robust PCA or Recursive Sparse Recovery in Large but Structured Noise.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2014

Performance guarantees for ReProCS - Correlated low-rank matrix entries case.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Symposium on Information Theory, Honolulu, HI, USA, June 29, 2014

Practical ReProCS for separating sparse and low-dimensional signal sequences from their sum - Part 1.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Practical ReProCS for separating sparse and low-dimensional signal sequences from their sum - Part 2.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

2013

PaFiMoCS: Particle Filtered Modified-CS and Applications in Visual Tracking across Illumination Change

[BibT_eX]

[DOI]

Rituparna Sarkar

CoRR, 2013

Practical ReProCS for Separating Sparse and Low-dimensional Signal Sequences from their Sum.

[BibT_eX]

[DOI]

CoRR, 2013

Recursive sparse recovery in large but structured noise - Part 2.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013

Separating sparse and low-dimensional signal sequences from time-varying undersampled projections of their sums.

[BibT_eX]

[DOI]

Ian C. Atkinson

Proceedings of the IEEE International Conference on Acoustics, 2013

Tracking sparse signal sequences from nonlinear/non-Gaussian measurements and applications in illumination-motion tracking.

[BibT_eX]

[DOI]

Rituparna Sarkar

Proceedings of the IEEE International Conference on Acoustics, 2013

Recursive robust PCA or recursive sparse recovery in large but structured noise.

[BibT_eX]

[DOI]

Leslie Hogben

Proceedings of the IEEE International Conference on Acoustics, 2013

Performance guarantees for undersampled recursive sparse recovery in large but structured noise.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

2012

Exact Reconstruction Conditions for Regularized Modified Basis Pursuit.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2012

Regularized Modified BPDN for Noisy Sparse Reconstruction With Partial Erroneous Support and Signal Value Knowledge.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2012

Particle Filter With a Mode Tracker for Visual Tracking Across Illumination Changes.

[BibT_eX]

[DOI]

Amit A. Kale

IEEE Trans. Image Process., 2012

2011

ReProCS: A Missing Link between Recursive Robust PCA and Recursive Sparse Recovery in Large but Correlated Noise

[BibT_eX]

[DOI]

CoRR, 2011

Stability of Modified-CS and LS-CS for Recursive Reconstruction of Sparse Signal Sequences

[BibT_eX]

[DOI]

CoRR, 2011

Support-Predicted Modified-CS for recursive robust principal components' Pursuit.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011

Modified-CS-residual for recursive reconstruction of highly undersampled functional MRI sequences.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Stability (over time) of Regularized modified CS(noisy) for recursive causal sparse reconstruction.

[BibT_eX]

[DOI]

Fardad Raisali

Proceedings of the 45st Annual Conference on Information Sciences and Systems, 2011

Recursive sparse recovery in large but correlated noise.

[BibT_eX]

[DOI]

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010

Modified-CS: modifying compressive sensing for problems with partially known support.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2010

LS-CS-residual (LS-CS): compressive sensing on least squares residual.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2010

Deform PF-MT: Particle Filter With Mode Tracker for Tracking Nonaffine Contour Deformations.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2010

Nonstationary Shape Activities: Dynamic Models for Landmark Shape Change and Applications.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2010

Stability (over time) of Modified-CS and LS-CS for Recursive Causal Sparse Reconstruction

[BibT_eX]

[DOI]

CoRR, 2010

Regularized Modified-BPDN for compressive sensing with partially known support

[BibT_eX]

[DOI]

CoRR, 2010

Modified Basis Pursuit Denoising(modified-BPDN) for noisy compressive sensing with partially known support.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

Stability (over time) of modified-CS for recursive causal sparse reconstruction.

[BibT_eX]

[DOI]

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

Real-time Robust Principal Components' Pursuit.

[BibT_eX]

[DOI]

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

2009

KF-CS: Compressive Sensing on Kalman Filtered Residual

[BibT_eX]

[DOI]

CoRR, 2009

LS-CS: Compressive Sensing on Least Squares Residual

[BibT_eX]

[DOI]

CoRR, 2009

Modified compressive sensing for real-time dynamic MR imaging.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2009

Analyzing Least Squares and Kalman Filtered Compressed Sensing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

Real-time dynamic MR image reconstruction using Kalman Filtered Compressed Sensing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

2008

Particle Filtering for Large-Dimensional State Spaces With Multimodal Observation Likelihoods.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2008

Kalman filtered Compressed Sensing.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2008

Generalized ELL for detecting and tracking through illumination model changes.

[BibT_eX]

[DOI]

Amit A. Kale

Proceedings of the International Conference on Image Processing, 2008

Model-based compression of nonstationary landmark shape sequences.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2008

2007

Additive Change Detection in Nonlinear Systems With Unknown Change Parameters.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2007

A Generic Framework for Tracking Using Particle Filter With Dynamic Shape Prior.

[BibT_eX]

[DOI]

Yogesh Rathi

Allen R. Tannenbaum

IEEE Trans. Image Process., 2007

Tracking Deforming Objects Using Particle Filtering for Geometric Active Contours.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2007

PF-EIS & PF-MT: New Particle Filtering Algorithms for Multimodal Observation Likelihoods and Large Dimensional State Spaces.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2007

Particle Filter with Mode Tracker(PF-MT) for Visual Tracking Across Illumination Change.

[BibT_eX]

[DOI]

Amit A. Kale

Christopher O. Jaynes

Proceedings of the IEEE International Conference on Acoustics, 2007

Closed-Loop Tracking and Change Detection in Multi-Activity Sequences.

[BibT_eX]

[DOI]

Bi Song

Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2006

Principal Components Null Space Analysis for Image and Video Classification.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2006

Integrated Tracking and Recognition of Human Activities in Shape Space.

[BibT_eX]

[DOI]

Bi Song

Proceedings of the Computer Vision, Graphics and Image Processing, 5th Indian Conference, 2006

Summarization and Indexing of Human Activity Sequences.

[BibT_eX]

[DOI]

Bi Song

Proceedings of the International Conference on Image Processing, 2006

Particle Filters for Infinite (or Large) Dimensional State Spaces- Part 1.

[BibT_eX]

[DOI]

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Particle Filters for Infinite (or Large) Dimensional State Spaces-Part 2.

[BibT_eX]

[DOI]

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Time-varying Finite Dimensional Basis for Tracking Contour Deformations.

[BibT_eX]

[DOI]

Proceedings of the 45th IEEE Conference on Decision and Control, 2006

2005

"Shape Activity": A Continuous-State HMM for Moving/Deforming Shapes With Application to Abnormal Activity Detection.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2005

The modified CUSUM algorithm for slow and drastic change detection in general HMMs with unknown change parameters.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Particle Filtering for Geometric Active Contours with Application to Tracking Moving and Deforming Objects.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Non-Stationary "Shape Activities".

[BibT_eX]

[DOI]

Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005

2004

Classification Probability Analysis of Principal Component Null Space Analysis.

[BibT_eX]

[DOI]

Proceedings of the 17th International Conference on Pattern Recognition, 2004

Bound on errors in particle filtering with incorrect model assumptions and its implication for change detection.

[BibT_eX]

[DOI]

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Change detection in partially observed nonlinear dynamic systems with unknown change parameters.

[BibT_eX]

[DOI]

Proceedings of the 2004 American Control Conference, 2004

2003

Recognition of dynamic hand gestures.

[BibT_eX]

[DOI]

Pattern Recognit., 2003

Statistical shape theory for activity modeling.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Activity Recognition Using the Dynamics of the Configuration of Interacting Objects.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2003), 2003

2002

A Linear Classifier for Gaussian Class Conditional Distributions with Unequal Covariance Matrices.

[BibT_eX]

[DOI]

Proceedings of the 16th International Conference on Pattern Recognition, 2002

2001

Best view selection and compression of moving objects in IR sequences.

[BibT_eX]

[DOI]