Mark A. Davenport

IEEE Trans. Inf. Theory, March, 2023

Iterative Broadband Source Localization.

[BibT_eX]

[DOI]

Coleman DeLude

IEEE J. Sel. Areas Inf. Theory, 2023

Distance preservation in state-space methods for detecting causal interactions in dynamical systems.

[BibT_eX]

[DOI]

Christopher Rozell

CoRR, 2023

New Equivalences Between Interpolation and SVMs: Kernels and Structured Features.

[BibT_eX]

[DOI]

CoRR, 2023

Active metric learning and classification using similarity queries.

[BibT_eX]

[DOI]

Namrata Nadagouda

Austin Xu

Proceedings of the Uncertainty in Artificial Intelligence, 2023

Perceptual adjustment queries and an inverted measurement paradigm for low-rank metric learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Thomson's Multitaper Method Revisited.

[BibT_eX]

[DOI]

Santhosh Karnik

IEEE Trans. Inf. Theory, 2022

Loop Unrolled Shallow Equilibrium Regularizer (LUSER) - A Memory-Efficient Inverse Problem Solver.

[BibT_eX]

[DOI]

CoRR, 2022

Learning Sinkhorn divergences for supervised change point detection.

[BibT_eX]

[DOI]

CoRR, 2022

Delta Distancing: A Lifting Approach to Localizing Items from User Comparisons.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

Harmless interpolation in regression and classification with structured features.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

As You Like It: Localization via Paired Comparisons.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2021

Deep inference of latent dynamics with spatio-temporal super-resolution using selective backpropagation through time.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Switched Hawkes Processes.

[BibT_eX]

[DOI]

Namrata Nadagouda

Proceedings of the IEEE International Conference on Acoustics, 2021

Semi-supervised Sequence Classification through Change Point Detection.

[BibT_eX]

[DOI]

Nauman Ahad

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Sparse Bayesian Learning With Dynamic Filtering for Inference of Time-Varying Sparse Signals.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Trading Beams for Bandwidth: Imaging with Randomized Beamforming.

[BibT_eX]

[DOI]

SIAM J. Imaging Sci., 2020

Audio-Based Bayesian Model for Productivity Estimation of Cyclic Construction Activities.

[BibT_eX]

[DOI]

J. Comput. Civ. Eng., 2020

Localized sketching for matrix multiplication and ridge regression.

[BibT_eX]

[DOI]

CoRR, 2020

Simultaneous Preference and Metric Learning from Paired Comparisons.

[BibT_eX]

[DOI]

Austin Xu

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Generative causal explanations of black-box classifiers.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Sample complexity and effective dimension for regression on manifolds.

[BibT_eX]

[DOI]

Andrew D. McRae

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Active Embedding Search via Noisy Paired Comparisons.

[BibT_eX]

[DOI]

Gregory H. Canal

Proceedings of the Information Theory and Applications Workshop, 2020

The Picasso Algorithm for Bayesian Localization Via Paired Comparisons in a Union of Subspaces Model.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Dynamic Knowledge Embedding and Tracing.

[BibT_eX]

[DOI]

Liangbei Xu

Proceedings of the 13th International Conference on Educational Data Mining, 2020

Sample complexity bounds for localized sketching.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019

Estimation of Poisson Arrival Processes Under Linear Models.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2019

Correction to: On the Stability and Accuracy of Least Squares Approximations.

[BibT_eX]

[DOI]

Albert Cohen

Dany Leviatan

Found. Comput. Math., 2019

Low-rank matrix completion and denoising under Poisson noise.

[BibT_eX]

[DOI]

Andrew D. McRae

CoRR, 2019

Dynamical System Implementations of Sparse Bayesian Learning.

[BibT_eX]

[DOI]

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

Joint Estimation of Trajectory and Dynamics from Paired Comparisons.

[BibT_eX]

[DOI]

Gregory H. Canal

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

2018

ROAST: Rapid Orthogonal Approximate Slepian Transform.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

A Unified Framework for Manifold Landmarking.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

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

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2018

Audio Classification Based on Weakly Labeled Data.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

Approximating Cellular Densities from High-Resolution Neuroanatomical Imaging Data.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Localized random projections with applications to coherent array imaging.

[BibT_eX]

[DOI]

Proceedings of the 56th Annual Allerton Conference on Communication, 2018

2017

Active manifold learning via a unified framework for manifold landmarking.

[BibT_eX]

[DOI]

CoRR, 2017

Fast orthogonal approximations of sampled sinusoids and bandlimited signals.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

The geometry of random paired comparisons.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Simultaneous recovery of a series of low-rank matrices by locally weighted matrix smoothing.

[BibT_eX]

[DOI]

Liangbei Xu

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

2016

Constrained Adaptive Sensing.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

An Overview of Low-Rank Matrix Recovery From Incomplete Observations.

[BibT_eX]

[DOI]

Justin K. Romberg

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

A Hawkes' eye view of network information flow.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Binary stable embedding via paired comparisons.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Analysis of wireless networks using Hawkes processes.

[BibT_eX]

[DOI]

Proceedings of the 17th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2016

Dynamic matrix recovery from incomplete observations under an exact low-rank constraint.

[BibT_eX]

[DOI]

Liangbei Xu

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

Localizing users and items from paired comparisons.

[BibT_eX]

[DOI]

Proceedings of the 26th IEEE International Workshop on Machine Learning for Signal Processing, 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

Randomized multi-pulse time-of-flight mass spectrometry.

[BibT_eX]

[DOI]

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

Active Manifold Learning via Gershgorin Circle Guided Sample Selection.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014

Sparsity and Structure in Hyperspectral Imaging : Sensing, Reconstruction, and Target Detection.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2014

Manifold Based Dynamic Texture Synthesis from Extremely Few Samples.

[BibT_eX]

[DOI]

Hongteng Xu

Hongyuan Zha

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013

Signal Space CoSaMP for Sparse Recovery With Redundant Dictionaries.

[BibT_eX]

[DOI]

Deanna Needell

IEEE Trans. Inf. Theory, 2013

On the Fundamental Limits of Adaptive Sensing.

[BibT_eX]

[DOI]

Ery Arias-Castro

Emmanuel J. Candès

IEEE Trans. Inf. Theory, 2013

On the Stability and Accuracy of Least Squares Approximations.

[BibT_eX]

[DOI]

Albert Cohen

Dany Leviatan

Found. Comput. Math., 2013

Lower bounds for quantized matrix completion.

[BibT_eX]

[DOI]

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

Cleaning up toxic waste: Removing nefarious contributions to recommendation systems.

[BibT_eX]

[DOI]

Christopher K. Turnes

Proceedings of the IEEE International Conference on Acoustics, 2013

Lost without a compass: Nonmetric triangulation and landmark multidimensional scaling.

[BibT_eX]

[DOI]

Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013

2012

The Pros and Cons of Compressive Sensing for Wideband Signal Acquisition: Noise Folding versus Dynamic Range.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2012

1-Bit Matrix Completion

[BibT_eX]

[DOI]

CoRR, 2012

Compressive binary search.

[BibT_eX]

[DOI]

Ery Arias-Castro

Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

A compressive phase-locked loop.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

CoSaMP with redundant dictionaries.

[BibT_eX]

[DOI]

Deanna Needell

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

Introduction to compressed sensing.

[BibT_eX]

[DOI]

Proceedings of the Compressed Sensing, 2012

2011

Compressive Sensing of Analog Signals Using Discrete Prolate Spheroidal Sequences

[BibT_eX]

[DOI]

CoRR, 2011

How well can we estimate a sparse vector?

[BibT_eX]

[DOI]

Emmanuel J. Candès

CoRR, 2011

The Pros and Cons of Compressive Sensing for Wideband Signal Acquisition: Noise Folding vs. Dynamic Range

[BibT_eX]

[DOI]

CoRR, 2011

The compressive multiplexer for multi-channel compressive sensing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Analysis of orthogonal matching pursuit using the restricted isometry property.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2010

Joint Manifolds for Data Fusion.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2010

Tuning Support Vector Machines for Minimax and Neyman-Pearson Classification.

[BibT_eX]

[DOI]

Richard G. Baraniuk

Clayton D. Scott

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

Signal Processing With Compressive Measurements.

[BibT_eX]

[DOI]

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

Texas Hold 'Em algorithms for distributed compressive sensing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

High Dimensional Data Fusion via Joint Manifold Learning.

[BibT_eX]

[DOI]

Proceedings of the Manifold Learning and Its Applications, 2010

2009

A simple proof that random matrices are democratic

[BibT_eX]

[DOI]

CoRR, 2009

A Theoretical Analysis of Joint Manifolds

[BibT_eX]

[DOI]

CoRR, 2009

Sparse Geodesic Paths.

[BibT_eX]

[DOI]

Richard G. Baraniuk

Proceedings of the Manifold Learning and Its Applications, 2009

2008

Single-pixel imaging via compressive sampling.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2008

2007

Regression Level Set Estimation Via Cost-Sensitive Classification.

[BibT_eX]

[DOI]

Clayton D. Scott

IEEE Trans. Signal Process., 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

Sparse Signal Detection from Incoherent Projections.

[BibT_eX]

[DOI]

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

Controlling False Alarms With Support Vector Machines.

[BibT_eX]

[DOI]