Christopher J. Rozell

Omer T. Inan

Amit J. Shah

Gari D. Clifford

CoRR, 2021

Variational Autoencoder with Learned Latent Structure.

[BibT_eX]

[DOI]

Marissa Connor

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

Feedback Coding for Active Learning.

[BibT_eX]

[DOI]

Matthieu R. Bloch

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

2020

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

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Unbalanced Optimal Transport Regularization for Imaging Problems.

[BibT_eX]

[DOI]

Nicholas P. Bertrand

IEEE Trans. Computational Imaging, 2020

Efficient Tracking of Sparse Signals via an Earth Mover's Distance Dynamics Regularizer.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 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

Learning sparse codes from compressed representations with biologically plausible local wiring constraints.

[BibT_eX]

[DOI]

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

A 17.8MS/s Neural-Network Compressed Sensing Radar Processor in 16nm FinFET CMOS.

[BibT_eX]

[DOI]

Peter Lawrence Brown

Justin Romberg

Michael P. Flynn

Proceedings of the 2020 IEEE Custom Integrated Circuits Conference, 2020

Representing Closed Transformation Paths in Encoded Network Latent Space.

[BibT_eX]

[DOI]

Marissa Connor

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Active Ordinal Querying for Tuplewise Similarity Learning.

[BibT_eX]

[DOI]

Stefano Fenu

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Active ordinal tuplewise querying for similarity learning.

[BibT_eX]

[DOI]

Stefano Fenu

CoRR, 2019

Hierarchical Optimal Transport for Multimodal Distribution Alignment.

[BibT_eX]

[DOI]

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

Active Embedding Search via Noisy Paired Comparisons.

[BibT_eX]

[DOI]

Andrew K. Massimino

Proceedings of the 36th International Conference on Machine Learning, 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

Cell Membrane Tracking in Living Brain Tissue Using Differential Interference Contrast Microscopy.

[BibT_eX]

[DOI]

Ilya Kolb

Craig R. Forest

IEEE Trans. Image Process., 2018

Matched Filtering for Heart Rate Estimation on Compressive Sensing ECG Measurements.

[BibT_eX]

[DOI]

Giulia Da Poian

Riccardo Bernardini

Roberto Rinaldo

Gari D. Clifford

IEEE Trans. Biomed. Eng., 2018

Sparse Dynamic Filtering via Earth Mover's Distance Regularization.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Interactive Object Segmentation with Noisy Binary Inputs.

[BibT_eX]

[DOI]

Sivabalan Manivasagam

Shaoheng Liang

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

2017

Distributed Sequence Memory of Multidimensional Inputs in Recurrent Networks.

[BibT_eX]

[DOI]

Dong Yin

J. Mach. Learn. Res., 2017

Rank Learning by Ordinal Gerrymandering.

[BibT_eX]

[DOI]

Stefano Fenu

Proceedings of the 16th IEEE International Conference on Machine Learning and Applications, 2017

Precision cell boundary tracking on DIC microscopy video for patch clamping.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Fast ADMM solver for reweighted total variation image deconvolution and inpainting.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

Earth-Mover's distance as a tracking regularizer.

[BibT_eX]

[DOI]

Nicholas P. Bertrand

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

2016

Dynamic Filtering of Time-Varying Sparse Signals via ℓ<sub>1</sub> Minimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

2015

Discrete and Continuous-Time Soft-Thresholding for Dynamic Signal Recovery.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2015

Modeling Inhibitory Interneurons in Efficient Sensory Coding Models.

[BibT_eX]

[DOI]

Mengchen Zhu

PLoS Comput. Biol., 2015

2014

Correction to "Convergence and Rate Analysis of Neural Networks for Sparse Approximation".

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2014

Short-Term Memory Capacity in Networks via the Restricted Isometry Property.

[BibT_eX]

[DOI]

Neural Comput., 2014

Spectral Superresolution of Hyperspectral Imagery Using Reweighted ℓ<sub>1</sub> Spatial Filtering.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2014

Optimal Sparse Approximation with Integrate and Fire Neurons.

[BibT_eX]

[DOI]

Samuel A. Shapero

Mengchen Zhu

Jennifer Hasler

Int. J. Neural Syst., 2014

Iterative soft-thresholding for time-varying signal recovery.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

A first analysis of the stability of Takens' embedding.

[BibT_eX]

[DOI]

Armin Eftekhari

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

Can random linear networks store multiple long input streams?

[BibT_eX]

[DOI]

Dong Yin

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

Convergence of basis pursuit de-noising with dynamic filtering.

[BibT_eX]

[DOI]

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

2013

Convergence Speed of a Dynamical System for Sparse Recovery.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2013

Evaluating the Generalization of the Hearing Aid Speech Quality Index (HASQI).

[BibT_eX]

[DOI]

David V. Anderson

IEEE Trans. Speech Audio Process., 2013

Visual Nonclassical Receptive Field Effects Emerge from Sparse Coding in a Dynamical System.

[BibT_eX]

[DOI]

Mengchen Zhu

PLoS Comput. Biol., 2013

Configurable hardware integrate and fire neurons for sparse approximation.

[BibT_eX]

[DOI]

Samuel A. Shapero

Paul E. Hasler

Neural Networks, 2013

Stable Manifold Embeddings With Structured Random Matrices.

[BibT_eX]

[DOI]

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

Speech understanding in noise provided by a simulated cochlear implant processor based on matching pursuit.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013

Convergence of a neural network for sparse approximation using the nonsmooth Łojasiewicz inequality.

[BibT_eX]

[DOI]

Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

A novel binary mask estimator based on sparse approximation.

[BibT_eX]

[DOI]

David V. Anderson

Proceedings of the IEEE International Conference on Acoustics, 2013

Dynamic filtering of sparse signals using reweighted ℓ1.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

2012

Convergence and Rate Analysis of Neural Networks for Sparse Approximation.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2012

A Common Network Architecture Efficiently Implements a Variety of Sparsity-Based Inference Problems.

[BibT_eX]

[DOI]

Pierre Garrigues

Neural Comput., 2012

Low Power Sparse Approximation on Reconfigurable Analog Hardware.

[BibT_eX]

[DOI]

Samuel A. Shapero

Paul E. Hasler

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

The Restricted Isometry Property for Random Block Diagonal Matrices

[BibT_eX]

[DOI]

Armin Eftekhari

CoRR, 2012

The Restricted Isometry Property for Echo State Networks with applications to sequence memory capacity.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2012

Compressive LADAR in realistic environments.

[BibT_eX]

[DOI]

Darryl Sale

Aaron D. Lanterman

Proceedings of the IEEE Statistical Signal Processing Workshop, 2012

Compressive ladar detector noise performance.

[BibT_eX]

[DOI]

Darryl Sale

Aaron D. Lanterman

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

2011

Stable Takens' Embeddings for Linear Dynamical Systems.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2011

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

[BibT_eX]

[DOI]

Jae Young Park

IEEE Trans. Signal Process., 2011

Learning Sparse Codes for Hyperspectral Imagery.

[BibT_eX]

[DOI]

Bruno A. Olshausen

IEEE J. Sel. Top. Signal Process., 2011

Robustness of the Hearing Aid Speech Quality Index (HASQI).

[BibT_eX]

[DOI]

David V. Anderson

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2011

Estimation and dynamic updating of time-varying signals with sparse variations.

[BibT_eX]

[DOI]

Muhammad Salman Asif

Proceedings of the IEEE International Conference on Acoustics, 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]

Armin Eftekhari

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

Sparsity penalties in dynamical system estimation.

[BibT_eX]

[DOI]

Muhammad Salman Asif

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

2010

Concentration of measure for block diagonal measurement matrices.

[BibT_eX]

[DOI]

Jae Young Park

Proceedings of the IEEE International Conference on Acoustics, 2010

Concentration of measure for block diagonal matrices with repeated blocks.

[BibT_eX]

[DOI]

Jae Young Park

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

Stable Takens' Embedding for linear dynamical systems.

[BibT_eX]

[DOI]

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

2008

Sparse Coding via Thresholding and Local Competition in Neural Circuits.

[BibT_eX]

[DOI]

Richard G. Baraniuk

Bruno A. Olshausen

Neural Comput., 2008

Distributed processing in frames for sparse approximation.

[BibT_eX]

[DOI]

Proceedings of the 42nd Annual Conference on Information Sciences and Systems, 2008

Reconstruction of compressively sensed images via neurally plausible local competitive algorithms.

[BibT_eX]

[DOI]

Robert L. Ortman

Proceedings of the 42nd Annual Conference on Information Sciences and Systems, 2008

2007

Power scheduling for wireless sensor and actuator networks.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Information Processing in Sensor Networks, 2007

Locally Competitive Algorithms for Sparse Approximation.

[BibT_eX]

[DOI]

Richard G. Baraniuk

Bruno A. Olshausen

Proceedings of the International Conference on Image Processing, 2007

2006

Analyzing the robustness of redundant population codes in sensory and feature extraction systems.

[BibT_eX]

[DOI]

Neurocomputing, 2006

Feature-Based Information Processing with Selective Attention.

[BibT_eX]

[DOI]

Ilan N. Goodman

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

Evaluating Local Contributions to Global Performance in Wireless Sensor and Actuator Networks.

[BibT_eX]

[DOI]

Proceedings of the Distributed Computing in Sensor Systems, 2006

2005

Examining methods for estimating mutual information in spiking neural systems.

[BibT_eX]

[DOI]

Neurocomputing, 2005

Analysis of noise reduction in redundant expansions under distributed processing requirements.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004

Measuring information transfer in the spike generator of crayfish sustaining fibers.

[BibT_eX]

[DOI]

Raymon M. Glantz

Biol. Cybern., 2004

To cooperate or not to cooperate: detection strategies in sensor networks.

[BibT_eX]

[DOI]

Michael A. Lexa

Sinan Sinanovic

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

2003

Information processing during transient responses in the crayfish visual system.

[BibT_eX]

[DOI]