Algorithm 820: A flexible implementation of matching pursuit for Gabor functions on the interval
ACM Transactions on Mathematical Software (TOMS)
Independent multiresolution component analysis and matching pursuit
Computational Statistics & Data Analysis - Special issue: Computational econometrics
An information-theoretic approach to traffic matrix estimation
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Exploratory basis pursuit classification
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
IEEE/ACM Transactions on Networking (TON)
Fast implementation of orthogonal greedy algorithm for tight wavelet frames
Signal Processing - Sparse approximations in signal and image processing
On the stability of the basis pursuit in the presence of noise
Signal Processing - Sparse approximations in signal and image processing
Backward Elimination Methods for Associative Memory Network Pruning
International Journal of Hybrid Intelligent Systems
Seismic deconvolution by atomic decomposition: A parametric approach with sparseness constraints
Integrated Computer-Aided Engineering
Audio source separation with a signal-adaptive local cosine transform
Signal Processing
International Journal of Systems Science
Example-based single document image super-resolution: a global MAP approach with outlier rejection
Multidimensional Systems and Signal Processing
SGP '05 Proceedings of the third Eurographics symposium on Geometry processing
Denoising by sparse approximation: error bounds based on rate-distortion theory
EURASIP Journal on Applied Signal Processing
Sparse representations are most likely to be the sparsest possible
EURASIP Journal on Applied Signal Processing
Compression of facial images using the K-SVD algorithm
Journal of Visual Communication and Image Representation
Sparse Bayesian nonparametric regression
Proceedings of the 25th international conference on Machine learning
Sparse coding via thresholding and local competition in neural circuits
Neural Computation
Computing non-negative tensor factorizations
Optimization Methods & Software - Mathematical programming in data mining and machine learning
Compressive light transport sensing
ACM Transactions on Graphics (TOG)
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Journal of Computational Physics
Sparsity preserving projections with applications to face recognition
Pattern Recognition
Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Biomedical signal compression based on basis pursuit
Proceedings of the 2009 International Conference on Hybrid Information Technology
Fast communication: Mixed linear system estimation and identification
Signal Processing
Construction of tunable radial basis function networks using orthogonal forward selection
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Image sequence denoising via sparse and redundant representations
IEEE Transactions on Image Processing
Automatica (Journal of IFAC)
Optimized atom position and coefficient coding for matching pursuit-based image compression
IEEE Transactions on Image Processing
IEEE Transactions on Fuzzy Systems
On approximation of orientation distributions by means of spherical ridgelets
IEEE Transactions on Image Processing
Comparative study of adaptive techniques for denoising CN Tower lightning current derivative signals
Digital Signal Processing
Sparse density estimation with l1 penalties
COLT'07 Proceedings of the 20th annual conference on Learning theory
Double sparsity: learning sparse dictionaries for sparse signal approximation
IEEE Transactions on Signal Processing
Sub clustering K-SVD: size variable dictionary learning for sparse representations
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Learning with l1-graph for image analysis
IEEE Transactions on Image Processing
Concave programming for minimizing the zero-norm over polyhedral sets
Computational Optimization and Applications
Improved Group Sparse Classifier
Pattern Recognition Letters
Source localization using a sparse representation framework to achieve superresolution
Multidimensional Systems and Signal Processing
Image inpainting by patch propagation using patch sparsity
IEEE Transactions on Image Processing
ℓ1-Sparse reconstruction of sharp point set surfaces
ACM Transactions on Graphics (TOG)
Particle swarm optimization aided orthogonal forward regression for unified data modeling
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Signal Processing
The wideband spectrum sensing based on compressed sensing and interference temperature estimation
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Sparse representation: extract adaptive neighborhood for multilabel classification
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Randomization of data acquisition and l1-optimization (recognition with compression)
Automation and Remote Control
Interior-Point Method for Nuclear Norm Approximation with Application to System Identification
SIAM Journal on Matrix Analysis and Applications
Comparing the estimates of ROC curves by modeling methods
Cybernetics and Systems Analysis
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Large scale visual classification via learned dictionaries and sparse representation
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
A multichannel spatial compressed sensing approach for direction of arrival estimation
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
Image compressed sensing based on wavelet transform in contourlet domain
Signal Processing
Robust visual monitoring of machine condition with sparse coding and self-organizing map
ICIRA'10 Proceedings of the Third international conference on Intelligent robotics and applications - Volume Part I
Exact optimization for the l1-Compressive Sensing problem using a modified Dantzig-Wolfe method
Theoretical Computer Science
Two-dimensional random projection
Signal Processing
A non-adapted sparse approximation of PDEs with stochastic inputs
Journal of Computational Physics
Model-Based Multiple Rigid Object Detection and Registration in Unstructured Range Data
International Journal of Computer Vision
Robust principal component analysis?
Journal of the ACM (JACM)
Evolution strategies based adaptive Lp LS-SVM
Information Sciences: an International Journal
International Journal of Sensor Networks
Visual object tracking via sample-based Adaptive Sparse Representation (AdaSR)
Pattern Recognition
Full length article: On the size of incoherent systems
Journal of Approximation Theory
Multi-subject dictionary learning to segment an atlas of brain spontaneous activity
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Mining flickr landmarks by modeling reconstruction sparsity
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Variable-p iteratively weighted algorithm for image reconstruction
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Beyond sparsity: The role of L1-optimizer in pattern classification
Pattern Recognition
Kernel sparse representation based classification
Neurocomputing
Extracting key frames from consumer videos using bi-layer group sparsity
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Sequence-kernel based sparse representation for amateur video summarization
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
A novel predual dictionary learning algorithm
Journal of Visual Communication and Image Representation
The Sample Complexity of Dictionary Learning
The Journal of Machine Learning Research
Gabor kernels for textured image representation and classification
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Sparse and silent coding in neural circuits
Neurocomputing
A subject transfer framework for EEG classification
Neurocomputing
Orthogonal forward selection for constructing the radial basis function network with tunable nodes
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Robust visual tracking with structured sparse representation appearance model
Pattern Recognition
K-clustered tensor approximation: A sparse multilinear model for real-time rendering
ACM Transactions on Graphics (TOG)
Face recognition from color images using sparse projection analysis
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Structural analysis of network traffic matrix via relaxed principal component pursuit
Computer Networks: The International Journal of Computer and Telecommunications Networking
Foundations and Trends® in Machine Learning
Frequency estimation beyond nyquist using sparse approximation methods
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
An augmented Lagrangian approach to general dictionary learning for image denoising
Journal of Visual Communication and Image Representation
Bioinspired sparse spectro-temporal representation of speech for robust classification
Computer Speech and Language
Coherence Pattern-Guided Compressive Sensing with Unresolved Grids
SIAM Journal on Imaging Sciences
Sparsity without the complexity: loss localisation using tree measurements
IFIP'12 Proceedings of the 11th international IFIP TC 6 conference on Networking - Volume Part I
Component-based global k-NN classifier for small sample size problems
Pattern Recognition Letters
Evolution-enhanced multiscale overcomplete dictionaries learning for image denoising
Engineering Applications of Artificial Intelligence
Memorable basis: towards human-centralized sparse representation
Proceedings of the 20th ACM international conference on Multimedia
Dictionary based sparse representation for domain adaptation
Proceedings of the 21st ACM international conference on Information and knowledge management
Quaternion space sparse decomposition for motion compression and retrieval
EUROSCA'12 Proceedings of the 11th ACM SIGGRAPH / Eurographics conference on Computer Animation
Compressed sensing construction of spectrum map for routing in cognitive radio networks
Wireless Communications & Mobile Computing
Quaternion space sparse decomposition for motion compression and retrieval
Proceedings of the ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Sparse Doppler-only snapshot imaging for space debris
Signal Processing
Denoising for Multiple Image Copies through Joint Sparse Representation
Journal of Mathematical Imaging and Vision
On analysis-based two-step interpolation methods for randomly sampled seismic data
Computers & Geosciences
The dictionary approach for spherical deconvolution
Journal of Multivariate Analysis
Object recognition using sparse representation of overcomplete dictionary
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
OMP or BP? a comparison study of image fusion based on joint sparse representation
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Super-resolution of single text image by sparse representation
Proceeding of the workshop on Document Analysis and Recognition
Computational Optimization and Applications
Sparse Based Image Classification With Bag-of-Visual-Words Representations
International Journal of Software Science and Computational Intelligence
Simultaneous image fusion and super-resolution using sparse representation
Information Fusion
A fresh perspective: learning to sparsify for detection in massive noisy sensor networks
Proceedings of the 12th international conference on Information processing in sensor networks
Computers in Biology and Medicine
Towards efficient sparse coding for scalable image annotation
Proceedings of the 21st ACM international conference on Multimedia
Classification approach based on non-negative least squares
Neurocomputing
Detection of sparse targets with structurally perturbed echo dictionaries
Digital Signal Processing
Letters: Two-dimensional relaxed representation
Neurocomputing
A learning-based method for compressive image recovery
Journal of Visual Communication and Image Representation
Robust and efficient iris recognition based on sparse error correction model
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Information Sciences: an International Journal
Large-scale multilabel propagation based on efficient sparse graph construction
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Computational Optimization and Applications
Mixed parametric/non-parametric identification of systems with discontinuous nonlinearities
Automatica (Journal of IFAC)
Editor's Choice Article: Hierarchical classification of images by sparse approximation
Image and Vision Computing
A joint sparse representation-based method for double-trial evoked potentials estimation
Computers in Biology and Medicine
Multiview Hessian discriminative sparse coding for image annotation
Computer Vision and Image Understanding
Recurrent networks for compressive sampling
Neurocomputing
Journal of Global Optimization
Recovering non-negative and combined sparse representations
Digital Signal Processing
Computational Optimization and Applications
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Unsupervised images segmentation via incremental dictionary learning based sparse representation
Information Sciences: an International Journal
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The time-frequency and time-scale communities have recently developed a large number of overcomplete waveform dictionaries---stationary wavelets, wavelet packets, cosine packets, chirplets, and warplets, to name a few. Decomposition into overcomplete systems is not unique, and several methods for decomposition have been proposed, including the method of frames (MOF), matching pursuit (MP), and, for special dictionaries, the best orthogonal basis (BOB).Basis pursuit (BP) is a principle for decomposing a signal into an "optimal"' superposition of dictionary elements, where optimal means having the smallest l1 norm of coefficients among all such decompositions. We give examples exhibiting several advantages over MOF, MP, and BOB, including better sparsity and superresolution. BP has interesting relations to ideas in areas as diverse as ill-posed problems, abstract harmonic analysis, total variation denoising, and multiscale edge denoising.BP in highly overcomplete dictionaries leads to large-scale optimization problems. With signals of length 8192 and a wavelet packet dictionary, one gets an equivalent linear program of size 8192 by 212,992. Such problems can be attacked successfully only because of recent advances in linear and quadratic programming by interior-point methods. We obtain reasonable success with a primal-dual logarithmic barrier method and conjugate-gradient solver.