Michael B. Wakin

Signal Process., February, 2024

Non-Uniform Array and Frequency Spacing for Regularization-Free Gridless DOA.

[BibT_eX]

[DOI]

Yifan Wu

Peter Gerstoft

IEEE Trans. Signal Process., 2024

Phase retrieval from integrated intensity of auto-convolution.

[BibT_eX]

[DOI]

Signal Process., 2024

Guaranteed Nonconvex Factorization Approach for Tensor Train Recovery.

[BibT_eX]

[DOI]

Zhen Qin

CoRR, 2024

Non-Uniform Frequency Spacing for Regularization-Free Gridless DOA.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Achieving Robust Compressive Sensing Seismic Acquisition with a Two-Step Sampling Approach.

[BibT_eX]

[DOI]

Anna Titova

Ali C. Tura

Sensors, December, 2023

Gridless DOA Estimation With Multiple Frequencies.

[BibT_eX]

[DOI]

Yifan Wu

Peter Gerstoft

IEEE Trans. Signal Process., 2023

Green's function estimation by seismic interferometry from limited frequency samples.

[BibT_eX]

[DOI]

Justin Jayne

Roel Snieder

Signal Process., 2023

Stable Tomography for Structured Quantum States.

[BibT_eX]

[DOI]

CoRR, 2023

2022

Compressive Sensing With Wigner $D$-Functions on Subsets of the Sphere.

[BibT_eX]

[DOI]

Marc Andrew Valdez

Alex J. Yuffa

IEEE Trans. Signal Process., 2022

Landscape Correspondence of Empirical and Population Risks in the Eigendecomposition Problem.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2022

When Randomness Helps in Undersampling.

[BibT_eX]

[DOI]

Roel Snieder

SIAM Rev., 2022

Restricted Domain Compressive Sensing for Antenna Metrology.

[BibT_eX]

[DOI]

Marc Andrew Valdez

Alex J. Yuffa

CoRR, 2022

Error Analysis of Tensor-Train Cross Approximation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Gridless DOA Estimation Under the Multi-Frequency Model.

[BibT_eX]

[DOI]

Yifan Wu

Peter Gerstoft

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

The Global Optimization Geometry of Low-Rank Matrix Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2021

Recovery Guarantees for Time-varying Pairwise Comparison Matrices with Non-transitivity.

[BibT_eX]

[DOI]

CoRR, 2021

Digital Beamforming Robust to Time-Varying Carrier Frequency Offset.

[BibT_eX]

[DOI]

Payam Nayeri

CoRR, 2021

Contaminated Multiband Signal Identification Via Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2021

Data-driven Support Recovery for Sparse Signals with Non-stationary Modulation.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Data-driven Parameter Estimation Of Contaminated Damped Exponentials.

[BibT_eX]

[DOI]

Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2020

Support Recovery for Sparse Signals With Unknown Non-Stationary Modulation.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Atomic Norm Denoising for Complex Exponentials With Unknown Waveform Modulations.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2020

The Global Geometry of Centralized and Distributed Low-rank Matrix Recovery Without Regularization.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2020

The Global Optimization Geometry of Shallow Linear Neural Networks.

[BibT_eX]

[DOI]

J. Math. Imaging Vis., 2020

Nuclear Norm Based Spectrum Estimation for Molecular Dynamic Simulations.

[BibT_eX]

[DOI]

Stephen Becker

Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

2019

Simultaneous Sparse Recovery and Blind Demodulation.

[BibT_eX]

[DOI]

Farhad Pourkamali-Anaraki

IEEE Trans. Signal Process., 2019

Streaming Principal Component Analysis From Incomplete Data.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2019

The Effectiveness of Variational Autoencoders for Active Learning.

[BibT_eX]

[DOI]

CoRR, 2019

Support Recovery for Sparse Signals with Non-stationary Modulation.

[BibT_eX]

[DOI]

CoRR, 2019

Provable Bregman-divergence based Methods for Nonconvex and Non-Lipschitz Problems.

[BibT_eX]

[DOI]

CoRR, 2019

Distributed Low-rank Matrix Factorization With Exact Consensus.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

The Landscape of Non-convex Empirical Risk with Degenerate Population Risk.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Sparse Recovery and Non-stationary Blind Demodulation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

The Geometry of Equality-constrained Global Consensus Problems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Simultaneous Blind Deconvolution and Phase Retrieval with Tensor Iterative Hard Thresholding.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

The Geometric Effects of Distributing Constrained Nonconvex Optimization Problems.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

A Super-Resolution Algorithm for Extended Target Localization.

[BibT_eX]

[DOI]

Jonathan Helland

Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

Support Recovery for Sparse Recovery and Non-stationary Blind Demodulation.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

The Local Geometry of Orthogonal Dictionary Learning using L1 Minimization.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

2018

Global Optimality in Low-Rank Matrix Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

ROAST: Rapid Orthogonal Approximate Slepian Transform.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Atomic Norm Minimization for Modal Analysis From Random and Compressed Samples.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Weighted Matrix Completion and Recovery With Prior Subspace Information.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

The Eigenvalue Distribution of Discrete Periodic Time-Frequency Limiting Operators.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2018

Global Optimality in Distributed Low-rank Matrix Factorization.

[BibT_eX]

[DOI]

CoRR, 2018

An Optimization View of MUSIC and Its Extension to Missing Data.

[BibT_eX]

[DOI]

Hassan Mansour

Farhad Pourkamali-Anaraki

CoRR, 2018

Randomized Clustered Nystrom for Large-Scale Kernel Machines.

[BibT_eX]

[DOI]

Stephen Becker

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

On the Asymptotic Equivalence of Circulant and Toeplitz Matrices.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2017

Compressive Video Sensing: Algorithms, architectures, and applications.

[BibT_eX]

[DOI]

Aswin C. Sankaranarayanan

Thomas A. Goldstein

Christoph Studer

Ashok Veeraraghavan

IEEE Signal Process. Mag., 2017

What to Expect When You Are Expecting on the Grassmannian.

[BibT_eX]

[DOI]

Laura Balzano

IEEE Signal Process. Lett., 2017

What Happens to a Manifold Under a Bi-Lipschitz Map?

[BibT_eX]

[DOI]

Discret. Comput. Geom., 2017

Time-Limited Toeplitz Operators on Abelian Groups: Applications in Information Theory and Subspace Approximation.

[BibT_eX]

[DOI]

CoRR, 2017

The Global Optimization Geometry of Nonsymmetric Matrix Factorization and Sensing.

[BibT_eX]

[DOI]

CoRR, 2017

Radar signal demixing via convex optimization.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Digital Signal Processing, 2017

Fast orthogonal approximations of sampled sinusoids and bandlimited signals.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Atomic norm minimization for modal analysis with random spatial compression.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Jazz: A companion to music for frequency estimation with missing data.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Super-Resolution of complex exponentials from modulations with known waveforms.

[BibT_eX]

[DOI]

Manuel Lopez-Santillana

Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

A super-resolution algorithm for multiband signal identification.

[BibT_eX]

[DOI]

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

Learning the second-moment matrix of a smooth function from point samples.

[BibT_eX]

[DOI]

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016

Super-Resolution of Complex Exponentials From Modulations With Unknown Waveforms.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2016

Compressive Sensing-Based Topology Identification for Smart Grids.

[BibT_eX]

[DOI]

IEEE Trans. Ind. Informatics, 2016

Lossy Compression for Wireless Seismic Data Acquisition.

[BibT_eX]

[DOI]

Marc J. Rubin

Tracy Camp

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Introduction to the Issue on Structured Matrices in Signal and Data Processing.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2016

Reconstruction of Frequency Hopping Signals From Multi-Coset Samples.

[BibT_eX]

[DOI]

CoRR, 2016

MC^2: A Two-Phase Algorithm for Leveraged Matrix Completion.

[BibT_eX]

[DOI]

Rachel A. Ward

CoRR, 2016

Learning the Differential Correlation Matrix of a Smooth Function From Point Samples.

[BibT_eX]

[DOI]

CoRR, 2016

SNIPE for Memory-Limited PCA From Incomplete Data.

[BibT_eX]

[DOI]

CoRR, 2016

Super-resolution in SAR imaging: Analysis with the atomic norm.

[BibT_eX]

[DOI]

Muralidhar Rangaswamy

Proceedings of the 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), 2016

Atomic norm minimization for modal analysis.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Multimedia & Expo Workshops, 2016

Non-stationary blind super-resolution.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Fast computations for approximation and compression in Slepian spaces.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

2015

Compressive Temporal Higher Order Cyclostationary Statistics.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2015

Approximating Sampled Sinusoids and Multiband Signals Using Multiband Modulated DPSS Dictionaries.

[BibT_eX]

[DOI]

CoRR, 2015

Greed is Super: A Fast Algorithm for Super-Resolution.

[BibT_eX]

[DOI]

CoRR, 2015

Smart grid topology identification using sparse recovery.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE Industry Applications Society Annual Meeting, 2015

Computing active subspaces efficiently with gradient sketching.

[BibT_eX]

[DOI]

Paul G. Constantine

Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

2014

Modal Analysis With Compressive Measurements.

[BibT_eX]

[DOI]

Anna C. Gilbert

IEEE Trans. Signal Process., 2014

Observability With Random Observations.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2014

Technical Report: Compressive Temporal Higher Order Cyclostationary Statistics.

[BibT_eX]

[DOI]

CoRR, 2014

A first analysis of the stability of Takens' embedding.

[BibT_eX]

[DOI]

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

Recovery of Periodic Clustered Sparse signals from compressive measurements.

[BibT_eX]

[DOI]

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

A Comparison of On-Mote Lossy Compression Algorithms for Wireless Seismic Data Acquisition.

[BibT_eX]

[DOI]

Marc J. Rubin

Tracy Camp

Proceedings of the IEEE International Conference on Distributed Computing in Sensor Systems, 2014

2013

Concentration of Measure Inequalities for Toeplitz Matrices With Applications.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2013

Matched Filtering From Limited Frequency Samples.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2013

Measurement Bounds for Sparse Signal Ensembles via Graphical Models.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2013

Signal Space CoSaMP for Sparse Recovery With Redundant Dictionaries.

[BibT_eX]

[DOI]

Deanna Needell

IEEE Trans. Inf. Theory, 2013

Stable Manifold Embeddings With Structured Random Matrices.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2013

Multiscale algorithm for reconstructing videos from streaming compressive measurements.

[BibT_eX]

[DOI]

J. Electronic Imaging, 2013

New Analysis of Manifold Embeddings and Signal Recovery from Compressive Measurements.

[BibT_eX]

[DOI]

CoRR, 2013

Greed is super: A new iterative method for super-resolution.

[BibT_eX]

[DOI]

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

2012

A Compressed Sensing Parameter Extraction Platform for Radar Pulse Signal Acquisition.

[BibT_eX]

[DOI]

Juhwan Yoo

Christopher K. Turnes

Azita Emami-Neyestanak

IEEE J. Emerg. Sel. Topics Circuits Syst., 2012

A Nonuniform Sampler for Wideband Spectrally-Sparse Environments.

[BibT_eX]

[DOI]

Azita Emami-Neyestanak

IEEE J. Emerg. Sel. Topics Circuits Syst., 2012

A geometric approach to multi-view compressive imaging.

[BibT_eX]

[DOI]

EURASIP J. Adv. Signal Process., 2012

Sketched SVD: Recovering Spectral Features from Compressive Measurements

[BibT_eX]

[DOI]

Anna C. Gilbert

CoRR, 2012

The Restricted Isometry Property for Random Block Diagonal Matrices

[BibT_eX]

[DOI]

CoRR, 2012

Online search Orthogonal Matching Pursuit.

[BibT_eX]

[DOI]

Alejandro J. Weinstein

Proceedings of the IEEE Statistical Signal Processing Workshop, 2012

A Tale of Four Libraries.

[BibT_eX]

[DOI]

Alejandro J. Weinstein

Proceedings of the 11th Python in Science Conference 2012 (SciPy 2012), 2012

Automatic modulation recognition for spectrum sensing using nonuniform compressive samples.

[BibT_eX]

[DOI]

Proceedings of IEEE International Conference on Communications, 2012

A tutorial on recovery conditions for compressive system identification of sparse channels.

[BibT_eX]

[DOI]

Kameshwar Poolla

Proceedings of the 51th IEEE Conference on Decision and Control, 2012

CoSaMP with redundant dictionaries.

[BibT_eX]

[DOI]

Deanna Needell

Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

2011

Concentration of Measure for Block Diagonal Matrices With Applications to Compressive Signal Processing.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2011

Sparse Image and Signal Processing: Wavelets, Curvelets, Morphological Diversity (Starck, J.-L., et al; 2010) [Book Reviews].

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2011

Learning Low-Dimensional Signal Models.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2011

Recovering a Clipped Signal in Sparseland

[BibT_eX]

[DOI]

Alejandro J. Weinstein

CoRR, 2011

Compressive Sensing of Analog Signals Using Discrete Prolate Spheroidal Sequences

[BibT_eX]

[DOI]

CoRR, 2011

Bounds on the Reconstruction of Sparse Signal Ensembles from Distributed Measurements

[BibT_eX]

[DOI]

CoRR, 2011

Stable manifold embeddings with operators satisfying the Restricted Isometry Property.

[BibT_eX]

[DOI]

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

The Restricted Isometry Property for block diagonal matrices.

[BibT_eX]

[DOI]

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

Compressive System Identification of LTI and LTV ARX models.

[BibT_eX]

[DOI]

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Compressive topology identification of interconnected dynamic systems via Clustered Orthogonal Matching Pursuit.

[BibT_eX]

[DOI]

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Exact topology identification of large-scale interconnected dynamical systems from compressive observations.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2011

2010

Analysis of orthogonal matching pursuit using the restricted isometry property.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2010

Low-Dimensional Models for Dimensionality Reduction and Signal Recovery: A Geometric Perspective.

[BibT_eX]

[DOI]

Volkan Cevher

Proc. IEEE, 2010

Signal Processing With Compressive Measurements.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2010

Concentration of measure for block diagonal measurement matrices.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

Concentration of measure for block diagonal matrices with repeated blocks.

[BibT_eX]

[DOI]

Proceedings of the 44th Annual Conference on Information Sciences and Systems, 2010

On the observability of linear systems from random, compressive measurements.

[BibT_eX]

[DOI]

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

Concentration of measure inequalities for compressive Toeplitz matrices with applications to detection and system identification.

[BibT_eX]

[DOI]

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

2009

Representation and Compression of Multidimensional Piecewise Functions Using Surflets.

[BibT_eX]

[DOI]

Venkat Chandrasekaran

Dror Baron

IEEE Trans. Inf. Theory, 2009

Random Projections of Smooth Manifolds.

[BibT_eX]

[DOI]

Found. Comput. Math., 2009

Distributed Compressive Sensing

[BibT_eX]

[DOI]

CoRR, 2009

A manifold lifting algorithm for multi-view compressive imaging.

[BibT_eX]

[DOI]

Proceedings of the 2009 Picture Coding Symposium, 2009

A multiscale framework for Compressive Sensing of video.

[BibT_eX]

[DOI]

Proceedings of the 2009 Picture Coding Symposium, 2009

2008

An Introduction To Compressive Sampling.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2008

Wavelet-domain compressive signal reconstruction using a Hidden Markov Tree model.

[BibT_eX]

[DOI]

Marco F. Duarte

Proceedings of the IEEE International Conference on Acoustics, 2008

2007

Random Projections for Manifold Learning.

[BibT_eX]

[DOI]

Chinmay Hegde

Proceedings of the Advances in Neural Information Processing Systems 20, 2007

Sparse Signal and Image Recovery from Compressive Samples.

[BibT_eX]

[DOI]

Nathaniel Braun

Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

Multiscale Random Projections for Compressive Classification.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2007

The smashed filter for compressive classification and target recognition.

[BibT_eX]

[DOI]

Proceedings of the Computational Imaging V, San Jose, 2007

2006

Wavelet-domain approximation and compression of piecewise smooth images.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2006

Universal distributed sensing via random projections.

[BibT_eX]

[DOI]

Proceedings of the Fifth International Conference on Information Processing in Sensor Networks, 2006

An Architecture for Compressive Imaging.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2006

Random Projections of Signal Manifolds.

[BibT_eX]

[DOI]

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

Random Filters for Compressive Sampling and Reconstruction.

[BibT_eX]

[DOI]

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

Sparse Signal Detection from Incoherent Projections.

[BibT_eX]

[DOI]

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

A new compressive imaging camera architecture using optical-domain compression.

[BibT_eX]

[DOI]

Proceedings of the Computational Imaging IV, San Jose, 2006

2005

Recovery of Jointly Sparse Signals from Few Random Projections.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

High-resolution navigation on non-differentiable image manifolds.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004

Surflets: a sparse representation for multidimensional functions containing smooth discontinuities.

[BibT_eX]

[DOI]

Venkat Chandrasekaran

Dror Baron

Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004

Non-redundant, linear-phase, semi-orthogonal, directional complex wavelets [image/video processing applications].

[BibT_eX]

[DOI]

Felix C. A. Fernandes

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

2003

Multiscale geometric image processing.

[BibT_eX]

Proceedings of the Visual Communications and Image Processing 2003, 2003

Approximation and compression of piecewise smooth images using a wavelet/wedgelet geometric model.

[BibT_eX]

[DOI]

Proceedings of the 2003 International Conference on Image Processing, 2003

2002

Rate-distortion optimized image compression using wedgelets.

[BibT_eX]

[DOI]

Proceedings of the 2002 International Conference on Image Processing, 2002

Multiscale wedgelet image analysis: fast decompositions and modeling.

[BibT_eX]

[DOI]