OPTIMAL SPARSE APPROXIMATION WITH INTEGRATE AND FIRE NEURONS

Convergence Speed of a Dynamical System for Sparse Recovery

(2013) Aurele Balavoine et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Configurable hardware integrate and fire neurons for sparse approximation

(2013) Samuel Shapero et al.   NEURAL NETWORKS

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

(2013) Mengchen Zhu et al.   PLoS Computational Biology

Sparse Coding Models Can Exhibit Decreasing Sparseness while Learning Sparse Codes for Natural Images

(2013) Joel Zylberberg et al.   PLoS Computational Biology

Dynamical System Guided Mapping of Quantitative Neuronal Models Onto Neuromorphic Hardware

(2012) Peiran Gao et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

HARDWARE IMPLEMENTATION OF STOCHASTIC SPIKING NEURAL NETWORKS

(2012) JOSEP L. ROSSELLÓ et al.   International Journal of Neural Systems

RELATIONSHIP BETWEEN APPLICABILITY OF CURRENT-BASED SYNAPSES AND UNIFORMITY OF FIRING PATTERNS

(2012) W. K. WONG et al.   International Journal of Neural Systems

A Simple Compressive Sensing Algorithm for Parallel Many-Core Architectures

(2012) Alexandre Borghi et al.   Journal of Signal Processing Systems for Signal Image and Video Technology

A Network of Spiking Neurons for Computing Sparse Representations in an Energy-Efficient Way

(2012) Tao Hu et al.   NEURAL COMPUTATION

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

(2012) Adam S. Charles et al.   NEURAL COMPUTATION

Convergence and Rate Analysis of Neural Networks for Sparse Approximation

(2012) A. Balavoine et al.   IEEE Transactions on Neural Networks and Learning Systems

Low Power Sparse Approximation on Reconfigurable Analog Hardware

(2012) Samuel Shapero et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

A Sparse Coding Model with Synaptically Local Plasticity and Spiking Neurons Can Account for the Diverse Shapes of V1 Simple Cell Receptive Fields

(2011) Joel Zylberberg et al.   PLoS Computational Biology

Synaptic and Network Mechanisms of Sparse and Reliable Visual Cortical Activity during Nonclassical Receptive Field Stimulation

(2010) Bilal Haider et al.   NEURON

Sparse Representation for Computer Vision and Pattern Recognition

(2010) John Wright et al.   PROCEEDINGS OF THE IEEE

Optimal population coding by noisy spiking neurons

(2010) G. Tkacik et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Improved Pediatric MR Imaging with Compressed Sensing

(2010) Shreyas S. Vasanawala et al.   RADIOLOGY

SPIKING NEURAL NETWORKS

(2009) SAMANWOY GHOSH-DASTIDAR et al.   International Journal of Neural Systems

The Sparseness of Neuronal Responses in Ferret Primary Visual Cortex

(2009) D. J. Tolhurst et al.   JOURNAL OF NEUROSCIENCE

Enhancing Sparsity by Reweighted ℓ 1 Minimization

(2008) Emmanuel J. Candès et al.   JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS

Sparse Coding via Thresholding and Local Competition in Neural Circuits

(2008) Christopher J. Rozell et al.   NEURAL COMPUTATION