On the stability of the basis pursuit in the presence of noise
Signal Processing - Sparse approximations in signal and image processing
Breakdown of equivalence between the minimal l1-norm solution and the sparsest solution
Signal Processing - Sparse approximations in signal and image processing
Extensions of compressed sensing
Signal Processing - Sparse approximations in signal and image processing
The price of privacy and the limits of LP decoding
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing
Uncertainty principles, extractors, and explicit embeddings of l2 into l1
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing
On the behavior of causal projections with applications
Signal Processing
Sparse representations are most likely to be the sparsest possible
EURASIP Journal on Applied Signal Processing
Hybrid video coding based on bidimensional matching pursuit
EURASIP Journal on Applied Signal Processing
Compression of facial images using the K-SVD algorithm
Journal of Visual Communication and Image Representation
Algorithm 890: Sparco: A Testing Framework for Sparse Reconstruction
ACM Transactions on Mathematical Software (TOMS)
Morphological Diversity and Sparsity for Multichannel Data Restoration
Journal of Mathematical Imaging and Vision
Online prediction of time series data with kernels
IEEE Transactions on Signal Processing
On the reconstruction of block-sparse signals with an optimal number of measurements
IEEE Transactions on Signal Processing
Further results on stable recovery of sparse overcomplete representations in the presence of noise
IEEE Transactions on Information Theory
On recovery of sparse signals via l1 minimization
IEEE Transactions on Information Theory
l2/l1-optimization and its strong thresholds in approximately block-sparse compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Explicit thresholds for approximately sparse compressed sensing via l1-optimization
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Uncertainty relations for shift-invariant analog signals
IEEE Transactions on Information Theory
Recovering sparse signals with a certain family of nonconvex penalties and DC programming
IEEE Transactions on Signal Processing
Parametric dictionary design for sparse coding
IEEE Transactions on Signal Processing
Sparse approximate solution of partial differential equations
Applied Numerical Mathematics
A Fast Hybrid Algorithm for Large-Scale l1-Regularized Logistic Regression
The Journal of Machine Learning Research
Sparse density estimation with l1 penalties
COLT'07 Proceedings of the 20th annual conference on Learning theory
Sparse approximation and the pursuit of meaningful signal models with interference adaptation
IEEE Transactions on Audio, Speech, and Language Processing
Shifting inequality and recovery of sparse signals
IEEE Transactions on Signal Processing
Fast sparse representation based on smoothed lo norm
ICA'07 Proceedings of the 7th international conference on Independent component analysis and signal separation
Direction finding of multiple emitters by spatial sparsity and linear programming
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
Sparse and low-rank matrix decompositions
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
A novel framework for imaging using compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Bayesian orthogonal component analysis for sparse representation
IEEE Transactions on Signal Processing
Bounds on the number of identifiable outliers in source localization by linear programming
IEEE Transactions on Signal Processing
Block-sparse signals: uncertainty relations and efficient recovery
IEEE Transactions on Signal Processing
Variable density compressed image sampling
IEEE Transactions on Image Processing
Average case analysis of multichannel sparse recovery using convex relaxation
IEEE Transactions on Information Theory
Theoretical and empirical results for recovery from multiple measurements
IEEE Transactions on Information Theory
Stable recovery of sparse signals and an oracle inequality
IEEE Transactions on Information Theory
Dictionary identification: sparse matrix-factorization via l1-minimization
IEEE Transactions on Information Theory
Compressed sensing for MIMO radar: algorithms and performance
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Compressive image super-resolution
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Restricted Eigenvalue Properties for Correlated Gaussian Designs
The Journal of Machine Learning Research
New bounds for restricted isometry constants
IEEE Transactions on Information Theory
Two conditions for equivalence of 0-norm solution and 1-norm solution in sparse representation
IEEE Transactions on Neural Networks
Coherence-based performance guarantees for estimating a sparse vector under random noise
IEEE Transactions on Signal Processing
Compressive sensing for autoregressive hidden Markov model signal
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
An improved smoothed l0approximation algorithm for sparse representation
IEEE Transactions on Signal Processing
Dimensionality reduction by using sparse reconstruction embedding
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
A Sparse Learning Machine for High-Dimensional Data with Application to Microarray Gene Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
EURASIP Journal on Advances in Signal Processing - Special issue on applications of time-frequency signal processing in wireless communications and bioengineering
Decomposition of EEG signals for multichannel neural activity analysis in animal experiments
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
Sparse representations and approximation theory
Journal of Approximation Theory
Sparse Signal Reconstruction via Iterative Support Detection
SIAM Journal on Imaging Sciences
Multihomogeneous polynomial decomposition using moment matrices
Proceedings of the 36th international symposium on Symbolic and algebraic computation
Improved stability conditions of BOGA for noisy block-sparse signals
Signal Processing
Error bounds for convex parameter estimation
Signal Processing
Phase transition in limiting distributions of coherence of high-dimensional random matrices
Journal of Multivariate Analysis
Analysis of performance of palmprint matching with enforced sparsity
Digital Signal Processing
Compressive rendering of multidimensional scenes
Proceedings of the 2010 international conference on Video Processing and Computational Video
Efficient cross-correlation via sparse representation in sensor networks
Proceedings of the 11th international conference on Information Processing in Sensor Networks
A compressive sensing scheme of frequency sparse signals for mobile and wearable platforms
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part II
Robust Estimation for an Inverse Problem Arising in Multiview Geometry
Journal of Mathematical Imaging and Vision
Scalable Video Coding Using Compressive Sensing
Bell Labs Technical Journal
A comparison of the lasso and marginal regression
The Journal of Machine Learning Research
Strengthening hash families and compressive sensing
Journal of Discrete Algorithms
Regularization path for linear model via net method
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Journal of Approximation Theory
Registration using sparse free-form deformations
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Saliency-guided compressive sensing approach to efficient laser range measurement
Journal of Visual Communication and Image Representation
Multi-resolutive sparse approximations of d-dimensional data
Computer Vision and Image Understanding
General tensor decomposition, moment matrices and applications
Journal of Symbolic Computation
Weak Recovery Conditions from Graph Partitioning Bounds and Order Statistics
Mathematics of Operations Research
Exact sparse recovery with L0 projections
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Computer Methods and Programs in Biomedicine
Greedy sparsity-constrained optimization
The Journal of Machine Learning Research
Real-time classification via sparse representation in acoustic sensor networks
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Robust periocular recognition by fusing local to holistic sparse representations
Proceedings of the 6th International Conference on Security of Information and Networks
Detection of sparse targets with structurally perturbed echo dictionaries
Digital Signal Processing
Guarantees of augmented trace norm models in tensor recovery
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Pose-based human action recognition via sparse representation in dissimilarity space
Journal of Visual Communication and Image Representation
Distributions of angles in random packing on spheres
The Journal of Machine Learning Research
Recurrent networks for compressive sampling
Neurocomputing
Analysis of Inpainting via Clustered Sparsity and Microlocal Analysis
Journal of Mathematical Imaging and Vision
An Evaluation of the Sparsity Degree for Sparse Recovery with Deterministic Measurement Matrices
Journal of Mathematical Imaging and Vision
| Hi-index | 755.35 |
Suppose a discrete-time signal S(t), 0⩽t