Distributed sparse random projections for refinable approximation
Proceedings of the 6th international conference on Information processing in sensor networks
The price of privacy and the limits of LP decoding
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing
One sketch for all: fast algorithms for compressed sensing
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
Bayesian compressive sensing and projection optimization
Proceedings of the 24th international conference on Machine learning
Very sparse stable random projections for dimension reduction in lα (0
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Compressed network monitoring for ip and all-optical networks
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Deterministic constructions of compressed sensing matrices
Journal of Complexity
Time series compressibility and privacy
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Estimators and tail bounds for dimension reduction in lα (0
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Explicit constructions for compressed sensing of sparse signals
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Almost Euclidean subspaces of ℓN1 via expander codes
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Algorithms for distributed functional monitoring
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Programmable aperture photography: multiplexed light field acquisition
ACM SIGGRAPH 2008 papers
Random projection trees and low dimensional manifolds
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Sketching in adversarial environments
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Counter braids: a novel counter architecture for per-flow measurement
SIGMETRICS '08 Proceedings of the 2008 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Autonomous geometric precision error estimation in low-level computer vision tasks
Proceedings of the 25th international conference on Machine learning
Multi-task compressive sensing with Dirichlet process priors
Proceedings of the 25th international conference on Machine learning
Compressed sensing and Bayesian experimental design
Proceedings of the 25th international conference on Machine learning
Bayesian Inference and Optimal Design for the Sparse Linear Model
The Journal of Machine Learning Research
Noninvasive leakage power tomography of integrated circuits by compressive sensing
Proceedings of the 13th international symposium on Low power electronics and design
Widths of embeddings in function spaces
Journal of Complexity
Letters: Spike-based cross-entropy method for reconstruction
Neurocomputing
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007
Euclidean Sections of $\ell_1^N$ with Sublinear Randomness and Error-Correction over the Reals
APPROX '08 / RANDOM '08 Proceedings of the 11th international workshop, APPROX 2008, and 12th international workshop, RANDOM 2008 on Approximation, Randomization and Combinatorial Optimization: Algorithms and Techniques
Dense Fast Random Projections and Lean Walsh Transforms
APPROX '08 / RANDOM '08 Proceedings of the 11th international workshop, APPROX 2008, and 12th international workshop, RANDOM 2008 on Approximation, Randomization and Combinatorial Optimization: Algorithms and Techniques
CG-M-FOCUSS and Its Application to Distributed Compressed Sensing
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Foundations and Trends in Signal Processing
Information Processing Letters
Algorithm 890: Sparco: A Testing Framework for Sparse Reconstruction
ACM Transactions on Mathematical Software (TOMS)
Compressive light transport sensing
ACM Transactions on Graphics (TOG)
Sparse Representation for Ear Biometrics
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Manifold models for signals and images
Computer Vision and Image Understanding
Morphological Diversity and Sparsity for Multichannel Data Restoration
Journal of Mathematical Imaging and Vision
Post-silicon timing characterization by compressed sensing
Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design
Reordering for improved constrained reconstruction from undersampled k-space data
Journal of Biomedical Imaging
Relaxed maximum a posteriori fault identification
Signal Processing
Adaptive reference levels in a level-crossing analog-to-digital converter
EURASIP Journal on Advances in Signal Processing
Compressive sensing for multi-static scattering analysis
Journal of Computational Physics
Wavelet-based acoustic detection of moving vehicles
Multidimensional Systems and Signal Processing
A note on compressed sensing and the complexity of matrix multiplication
Information Processing Letters
A Predual Proximal Point Algorithm Solving a Non Negative Basis Pursuit Denoising Model
International Journal of Computer Vision
Explicit construction of a small epsilon-net for linear threshold functions
Proceedings of the forty-first annual ACM symposium on Theory of computing
Learning with structured sparsity
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Efficient Euclidean projections in linear time
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Sparsity Regularization for Radon Measures
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Compressed RF Tomography for Wireless Sensor Networks: Centralized and Decentralized Approaches
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
Sparse Representation for Video-Based Face Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Spatially-Localized Compressed Sensing and Routing in Multi-hop Sensor Networks
GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
Energy-efficient data acquisition by adaptive sampling for wireless sensor networks
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Spatio-temporal compressive sensing and internet traffic matrices
Proceedings of the ACM SIGCOMM 2009 conference on Data communication
Sparsity preserving projections with applications to face recognition
Pattern Recognition
Near-optimal Bayesian localization via incoherence and sparsity
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Quantifying the Feasibility of Compressive Sensing in Portable Electroencephalography Systems
FAC '09 Proceedings of the 5th International Conference on Foundations of Augmented Cognition. Neuroergonomics and Operational Neuroscience: Held as Part of HCI International 2009
Compressive data gathering for large-scale wireless sensor networks
Proceedings of the 15th annual international conference on Mobile computing and networking
Compressive Algorithms--Adaptive Solutions of PDEs and Variational Problems
Proceedings of the 13th IMA International Conference on Mathematics of Surfaces XIII
Privacy-Enabled Object Tracking in Video Sequences Using Compressive Sensing
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
IEEE Transactions on Signal Processing
A fast approach for overcomplete sparse decomposition based on smoothed l0 norm
IEEE Transactions on Signal Processing
Blind multiband signal reconstruction: compressed sensing for analog signals
IEEE Transactions on Signal Processing
Asymptotic achievability of the Cramér-Rao bound for noisy compressive sampling
IEEE Transactions on Signal Processing
Sparse reconstruction by separable approximation
IEEE Transactions on Signal Processing
Nonlinear filtering for sparse signal recovery from incomplete measurements
IEEE Transactions on Signal Processing
Efficient reconstruction algorithms using shifted lattices
IEEE Transactions on Signal Processing
A compressive sensing data acquisition and imaging method for stepped frequency GPRs
IEEE Transactions on Signal Processing
Exploiting structure in wavelet-based Bayesian compressive sensing
IEEE Transactions on Signal Processing
Compressed sensing of analog signals in shift-invariant spaces
IEEE Transactions on Signal Processing
On the reconstruction of block-sparse signals with an optimal number of measurements
IEEE Transactions on Signal Processing
High-resolution radar via compressed sensing
IEEE Transactions on Signal Processing
Distributed predictive coding for spatio-temporally correlated sources
IEEE Transactions on Signal Processing
Sensor selection via convex optimization
IEEE Transactions on Signal Processing
Optimal real number codes for fault tolerant matrix operations
Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis
Fast communication: Mixed linear system estimation and identification
Signal Processing
IEEE Transactions on Image Processing
Noniterative map reconstruction using sparse matrix representations
IEEE Transactions on Image Processing
Compressive-projection principal component analysis
IEEE Transactions on Image Processing
Learning Deep Architectures for AI
Foundations and Trends® in Machine Learning
Heart rate and blood pressure estimation from compressively sensed photoplethysmograph
BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks
Nonlinear regularization techniques for seismic tomography
Journal of Computational Physics
Compressed and privacy-sensitive sparse regression
IEEE Transactions on Information Theory
Sampling theorems for signals from the union of finite-dimensional linear subspaces
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory
Restricted isometry constants where lpsparse recovery can fail for 0
IEEE Transactions on Information Theory
Weighted superimposed codes and constrained integer compressed sensing
IEEE Transactions on Information Theory
Subspace pursuit for compressive sensing signal reconstruction
IEEE Transactions on Information Theory
Random projection trees for vector quantization
IEEE Transactions on Information Theory
Proceedings of the 2009 International Conference on Computer-Aided Design
Managing massive time series streams with multi-scale compressed trickles
Proceedings of the VLDB Endowment
Distributed video coding using compressive sampling
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
A multiscale framework for compressive sensing of video
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
A manifold lifting algorithm for multi-view compressive imaging
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
Perceptual compressive sensing for image signals
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Encoding the sinusoidal model of an audio signal using compressed sensing
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Key issues in secure, error resilient compressive sensing of multimedia content
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Fast algorithms for nonconvex compressive sensing: MRI reconstruction from very few data
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Toeplitz random encoding MR imaging using compressed sensing
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Ab initio maximum likelihood reconstruction of helical macromolecules using electron microscopy
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Compressed sensing metal artifact removal in dental CT
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Performance evaluation of accelerated functional MRI acquisition using compressed sensing
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
A compressed sensing approach for biological microscopic image processing
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Block sparsity and sampling over a union of subspaces
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
A uniform uncertainty principle for Gaussian circulant matrices
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Sparse reconstruction for compressed sensing using stagewise polytope faces pursuit
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Practical compressive sensing of large images
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Missing data imputation using compressive sensing techniques for connected digit recognition
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Source coding with a side information 'vending machine' at the decoder
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 2
Bit precision analysis for compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Optimal quantization of random measurements in compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
A comparative study of quantized compressive sensing schemes
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
A sparsity detection framework for on-off random access channels
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Performance bounds on compressed sensing with Poisson noise
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Matrix completion from a few entries
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Fundamental limits of almost lossless analog compression
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Modified-CS: modifying compressive sensing for problems with partially known support
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Compressed sensing over finite fields
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Sublinear compressive sensing reconstruction via belief propagation decoding
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Support recovery in compressed sensing: an estimation theoretic approach
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Compressive cooperative sensing and mapping in mobile networks
ACC'09 Proceedings of the 2009 conference on American Control Conference
Estimation of faults in DC electrical power system
ACC'09 Proceedings of the 2009 conference on American Control Conference
Distributed analog linear coding of correlated Gaussian sources over multiple access channels
ISWCS'09 Proceedings of the 6th international conference on Symposium on Wireless Communication Systems
Comparison of SPARLS and RLS algorithms for adaptive filtering
SARNOFF'09 Proceedings of the 32nd international conference on Sarnoff symposium
Robust recovery of signals from a structured union of subspaces
IEEE Transactions on Information Theory
Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting
IEEE Transactions on Information Theory
Uncertainty relations for shift-invariant analog signals
IEEE Transactions on Information Theory
Necessary and sufficient conditions for sparsity pattern recovery
IEEE Transactions on Information Theory
Data extraction from wireless sensor networks using distributed fountain codes
IEEE Transactions on Communications
Stagewise weak gradient pursuits
IEEE Transactions on Signal Processing
Relaxed conditions for sparse signal recovery with general concave priors
IEEE Transactions on Signal Processing
An iterative Bayesian algorithm for sparse component analysis in presence of noise
IEEE Transactions on Signal Processing
Image compression and recovery through compressive sampling and particle swarm
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Compressive spectrum sensing front-ends for cognitive radios
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Compressive mobile sensing in robotic mapping
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
Sparsity inspired selection and recognition of iris images
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Sampling piecewise sinusoidal signals with finite rate of innovation methods
IEEE Transactions on Signal Processing
Subspace compressive frequency estimation of frequency hopping signal
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
On compressive sensing applied to radar
Signal Processing
Hallucinating face by position-patch
Pattern Recognition
On the sparseness of 1-norm support vector machines
Neural Networks
Energy-efficient data gathering in wireless sensor networks with asynchronous sampling
ACM Transactions on Sensor Networks (TOSN)
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
EWSN'07 Proceedings of the 4th European conference on Wireless sensor networks
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Distributed sampling of signals linked by sparse filtering: theory and applications
IEEE Transactions on Signal Processing
Linear programming algorithms for sparse filter design
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing
Compressed sensing and source separation
ICA'07 Proceedings of the 7th international conference on Independent component analysis and signal separation
Robust kernel methods for sparse MR image reconstruction
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
LP decoding meets LP decoding: a connection between channel coding and compressed sensing
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Compressed sensing with probabilistic measurements: a group testing solution
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Sequential sparse matching pursuit
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Compressive sensing of streams of pulses
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
A single-letter characterization of optimal noisy compressed sensing
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Sparse signal recovery with exponential-family noise
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Coherence analysis of iterative thresholding algorithms
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Model-based compressive sensing for signal ensembles
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Performance analysis of support recovery with joint sparsity constraints
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Conditions for a unique non-negative solution to an underdetermined system
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Compressed neighbor discovery for wireless ad hoc networks: the Rayleigh fading case
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Compressed sensing approach for high throughput carrier screen
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
A locally encodable and decodable compressed data structure
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Distributed analog coding of correlated Gaussian sources
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Sparse and low-rank matrix decompositions
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Random channel coding and blind deconvolution
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Adaptive compressed sensing of speech signal based on data-driven dictionary
APCC'09 Proceedings of the 15th Asia-Pacific conference on Communications
Image representation by compressive sensing for visual sensor networks
Journal of Visual Communication and Image Representation
Brief paper: Segmentation of ARX-models using sum-of-norms regularization
Automatica (Journal of IFAC)
Approximate sparse recovery: optimizing time and measurements
Proceedings of the forty-second ACM symposium on Theory of computing
A review on spectrum sensing for cognitive radio: challenges and solutions
EURASIP Journal on Advances in Signal Processing - Special issue on advanced signal processing for cognitive radio networks
Compressed sensing reception of bursty UWB impulse radio is robust to narrow-band interference
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Multiple target localization using compressive sensing
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
An application of compressive sensing for image fusion
Proceedings of the ACM International Conference on Image and Video Retrieval
Spectrogram reconstruction from random sampling: application to the GSM band sensing
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
A compressed sensing based ultra-wideband communication system
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Depth MAP compression VIA compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Reconstructing FT-IR spectroscopic imaging data with a sparse prior
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
High resoluton image reconstruction: a new imager VIA movable random exposure
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressive-sensing based watermarking scheme for sparse image tampering identification
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
An overview of inverse problem regularization using sparsity
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A fast and accurate first-order algorithm for compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Monotone operator splitting for optimization problems in sparse recovery
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressed sensing in microscopy with random projections in the Fourier domain
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A fast decoder for compressed sensing based multiple description image coding
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressed sensing image reconstruction based on morphological component analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A novel framework for imaging using compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressed sensing for synthetic aperture radar imaging
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Image fusion in compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressive sensing of light fields
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Block compressed sensing of images using directional transforms
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Informative sensing of natural images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Randomness-in-structured ensembles for compressed sensing of images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Enhancing sparsity using gradients for compressive sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Modified compressive sensing for real-time dynamic MR imaging
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
On the empirical rate-distortion performance of compressive sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Incremental sparse saliency detection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Bayesian compressive sensing via belief propagation
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing
Bayesian orthogonal component analysis for sparse representation
IEEE Transactions on Signal Processing
Active learning and basis selection for kernel-based linear models: a Bayesian perspective
IEEE Transactions on Signal Processing
Time-frequency energy distributions meet compressed sensing
IEEE Transactions on Signal Processing
Time-delay estimation from low-rate samples: a union of subspaces approach
IEEE Transactions on Signal Processing
Block-sparse signals: uncertainty relations and efficient recovery
IEEE Transactions on Signal Processing
Model-based compressive sensing
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory
Bayesian compressive sensing using Laplace priors
IEEE Transactions on Image Processing
Variable density compressed image sampling
IEEE Transactions on Image Processing
Shannon-theoretic limits on noisy compressive sampling
IEEE Transactions on Information Theory
Average case analysis of multichannel sparse recovery using convex relaxation
IEEE Transactions on Information Theory
Beyond Nyquist: efficient sampling of sparse bandlimited signals
IEEE Transactions on Information Theory
SparseFIS: data-driven learning of fuzzy systems with sparsity constraints
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Information Theory - Special issue on information theory in molecular biology and neuroscience
Theoretical and empirical results for recovery from multiple measurements
IEEE Transactions on Information Theory
MIMO radar based on reduced complexity compressive sampling
RWS'10 Proceedings of the 2010 IEEE conference on Radio and wireless symposium
Information-theoretic limits on sparse signal recovery: dense versus sparse measurement matrices
IEEE Transactions on Information Theory
Matrix completion from a few entries
IEEE Transactions on Information Theory
Constructing numerically stable real number codes using evolutionary computation
Proceedings of the 12th annual conference on Genetic and evolutionary computation
3D Reconstruction of Periodic Motion from a Single View
International Journal of Computer Vision
Joint design of channel-source coding for compressive sampling systems
CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference
Mathematics of Operations Research
Compressed sensing of color images
Signal Processing
Proceedings of the 47th Design Automation Conference
Low complexity sensors for body area networks
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
IEEE Transactions on Information Theory
On compressed sensing and its application to speech and audio signals
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Compressed sensing for MIMO radar: algorithms and performance
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Performance bounds for expander-based compressed sensing in the presence of poisson noise
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Sampling rate reduction for 60 GHz UWB communication using compressive sensing
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Reduced complexity angle-Doppler-range estimation for MIMO radar that employs compressive sensing
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
Compressive distilled sensing: sparse recovery using adaptivity in compressive measurements
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Exact signal recovery from sparsely corrupted measurements through the pursuit of justice
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Group testing strategies for recovery of sparse signals in noise
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A multi-sensor compressed sensing receiver: performance bounds and simulated results
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A note on optimal support recovery in compressed sensing
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A sparse Bayesian learning for highly accelerated dynamic MRI
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Compressed sensing for digital holographic microscopy
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Separate magnitude and phase regularization in MRI with incomplete data: preliminary results
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Sparse representation of medical images via compressed sensing using Gaussian scale mixtures
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Sparsity-regularized photon-limited imaging
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Compressed sensing performance bounds under Poisson noise
IEEE Transactions on Signal Processing
SPARLS: the sparse RLS algorithm
IEEE Transactions on Signal Processing
LS-CS-residual (LS-CS): compressive sensing on least squares residual
IEEE Transactions on Signal Processing
CoSaMP: iterative signal recovery from incomplete and inaccurate samples
Communications of the ACM
Restricted Eigenvalue Properties for Correlated Gaussian Designs
The Journal of Machine Learning Research
Exploiting temporal stability and low-rank structure for localization in mobile networks
Proceedings of the sixteenth annual international conference on Mobile computing and networking
Rényi information dimension: fundamental limits of almost lossless analog compression
IEEE Transactions on Information Theory
New bounds for restricted isometry constants
IEEE Transactions on Information Theory
Analysis of orthogonal matching pursuit using the restricted isometry property
IEEE Transactions on Information Theory
Space-optimal heavy hitters with strong error bounds
ACM Transactions on Database Systems (TODS)
Decentralized sparse signal recovery for compressive sleeping wireless sensor networks
IEEE Transactions on Signal Processing
SART-type image reconstruction from a limited number of projections with the sparsity constraint
Journal of Biomedical Imaging
Modified-CS: modifying compressive sensing for problems with partially known support
IEEE Transactions on Signal Processing
Direction-of-arrival estimation using a mixed l2,0norm approximation
IEEE Transactions on Signal Processing
Information theoretic bounds for compressed sensing
IEEE Transactions on Information Theory
Joint manifolds for data fusion
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Fast image recovery using variable splitting and constrained optimization
IEEE Transactions on Image Processing
Robust classifiers for data reduced via random projections
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Lower bounds for sparse recovery
SODA '10 Proceedings of the twenty-first annual ACM-SIAM symposium on Discrete Algorithms
Total variation minimization with separable sensing operator
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
The generalized likelihood ratio test and the sparse representations approach
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
On the stable recovery of the sparsest overcomplete representations in presence of noise
IEEE Transactions on Signal Processing
Sparse imputation for large vocabulary noise robust ASR
Computer Speech and Language
The Gelfand widths of lp-balls for 0
Journal of Complexity
A robust image transmission scheme for wireless channels based on compressive sensing
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Facial expression recognition based on fusion of sparse representation
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Application of compressed sensing for secure image coding
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Compressive sensing using singular value decomposition
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Compressive sensing for autoregressive hidden Markov model signal
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Compressive acquisition of dynamic scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
A quadratic lower bound for three-query linear locally decodable codes over any field
APPROX/RANDOM'10 Proceedings of the 13th international conference on Approximation, and 14 the International conference on Randomization, and combinatorial optimization: algorithms and techniques
Sparse representation-based face recognition for one training image per person
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Robust and fast collaborative tracking with two stage sparse optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Tensor sparse coding for region covariances
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Hybrid compressive sampling via a new total variation TVL1
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Label propagation algorithm based on non-negative sparse representation
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part III
Reed muller sensing matrices and the LASSO
SETA'10 Proceedings of the 6th international conference on Sequences and their applications
Performance analysis for sparse support recovery
IEEE Transactions on Information Theory
Image super-resolution via sparse representation
IEEE Transactions on Image Processing
Super-resolution with sparse mixing estimators
IEEE Transactions on Image Processing
Computationally efficient sparse Bayesian learning via belief propagation
IEEE Transactions on Signal Processing
An improved smoothed l0approximation algorithm for sparse representation
IEEE Transactions on Signal Processing
A min-max optimization framework for designing ΣΔ learners: theory and hardware
IEEE Transactions on Circuits and Systems Part I: Regular Papers
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
Blood oxygen estimation from compressively sensed photoplethysmograph
WH '10 Wireless Health 2010
Robust traffic anomaly detection with principal component pursuit
Proceedings of the ACM CoNEXT Student Workshop
Application of compressive sensing to sparse channel estimation
IEEE Communications Magazine
Toeplitz compressed sensing matrices with applications to sparse channel estimation
IEEE Transactions on Information Theory
Efficient measurement generation and pervasive sparsity for compressive data gathering
IEEE Transactions on Wireless Communications
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Free form face recognition using kernel sparse representation
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Proceedings of the 38th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages
Fast optimization for mixture prior models
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Efficient MR image reconstruction for compressed MR imaging
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
4D computed tomography reconstruction from few-projection data via temporal non-local regularization
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Fast and accurate reconstruction of HARDI data using compressed sensing
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
SART-type image reconstruction from overlapped projections
Journal of Biomedical Imaging - Special issue on modern mathematics in biomedical imaging
Optimized projection matrix for compressive sensing
EURASIP Journal on Advances in Signal Processing
Iterative sparse channel estimation and decoding for underwater MIMO-OFDM
EURASIP Journal on Advances in Signal Processing - Special issue on advanced equalization techniques for wireless communications
A decentralized approach for nonlinear prediction of time series data in sensor networks
EURASIP Journal on Wireless Communications and Networking - Special issue on theoretical and algorithmic foundations of wireless ad hoc and sensor networks
Blind compressed sensing: theory
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
Fast block-sparse decomposition based on SL0
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
A Unified Primal-Dual Algorithm Framework Based on Bregman Iteration
Journal of Scientific Computing
Two-dimensional digital filters with sparse coefficients
Multidimensional Systems and Signal Processing
Face recognition using sparse representations and manifold learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Exact optimization for the l1-Compressive Sensing problem using a modified Dantzig-Wolfe method
Theoretical Computer Science
Journal of Biomedical Imaging - Special issue on modern mathematics in biomedical imaging
Automatic container code recognition using compressed sensing method
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Robust spatial correlation extraction with limited sample via L1-norm penalty
Proceedings of the 16th Asia and South Pacific Design Automation Conference
Two-dimensional random projection
Signal Processing
A non-adapted sparse approximation of PDEs with stochastic inputs
Journal of Computational Physics
Slope preserving lossy terrain compression
SIGSPATIAL Special
Complexity of approximation of functions of few variables in high dimensions
Journal of Complexity
Uniqueness of Low-Rank Matrix Completion by Rigidity Theory
SIAM Journal on Matrix Analysis and Applications
Heuristic Parameter-Choice Rules for Convex Variational Regularization Based on Error Estimates
SIAM Journal on Numerical Analysis
Incremental Subgradients for Constrained Convex Optimization: A Unified Framework and New Methods
SIAM Journal on Optimization
A Singular Value Thresholding Algorithm for Matrix Completion
SIAM Journal on Optimization
SIAM Journal on Scientific Computing
SIAM Journal on Scientific Computing
Sparse Signal Reconstruction via Iterative Support Detection
SIAM Journal on Imaging Sciences
Multiscale Photon-Limited Spectral Image Reconstruction
SIAM Journal on Imaging Sciences
Model-Based Multiple Rigid Object Detection and Registration in Unstructured Range Data
International Journal of Computer Vision
Implementation of compressed sensing in telecardiology sensor networks
International Journal of Telemedicine and Applications - Special issue on healthcare applications and services in converged networking environments
Compressed sensing inspired image reconstruction from overlapped projections
Journal of Biomedical Imaging
Compressed sensing for robust texture classification
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Illumination decomposition for material recoloring with consistent interreflections
ACM SIGGRAPH 2011 papers
A coordinate gradient descent method for l1-regularized convex minimization
Computational Optimization and Applications
A Bayesian Lasso via reversible-jump MCMC
Signal Processing
Performance of IRLS algorithm in compressive sensing
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Reconstruction of compressed samples in shift-invariant space base on matrix factorization
Computers and Electrical Engineering
Bacterial community reconstruction using compressed sensing
RECOMB'11 Proceedings of the 15th Annual international conference on Research in computational molecular biology
International Journal of Sensor Networks
K-median clustering, model-based compressive sensing, and sparse recovery for earth mover distance
Proceedings of the forty-third annual ACM symposium on Theory of computing
Compressive sensing with local geometric features
Proceedings of the twenty-seventh annual symposium on Computational geometry
A regularized correntropy framework for robust pattern recognition
Neural Computation
Sparse fusion frames: existence and construction
Advances in Computational Mathematics
Generalized reconstruction algorithm for compressed sensing
Computers and Electrical Engineering
Compressed sensing of astronomical images: orthogonal wavelets domains
Proceedings of the 12th International Conference on Computer Systems and Technologies
Image smoothing via L0 gradient minimization
Proceedings of the 2011 SIGGRAPH Asia Conference
Efficient incremental analysis of on-chip power grid via sparse approximation
Proceedings of the 48th Design Automation Conference
Joint time-frequency sparse estimation of large-scale network traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
Estimation of missing RTTs in computer networks: Matrix completion vs compressed sensing
Computer Networks: The International Journal of Computer and Telecommunications Networking
Bayesian compressive sensing for cluster structured sparse signals
Signal Processing
A compressed sensing approach for MR tissue contrast synthesis
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
MobiCom '11 Proceedings of the 17th annual international conference on Mobile computing and networking
Compressed sensing for efficient random routing in multi-hop wireless sensor networks
International Journal of Communication Networks and Distributed Systems
Compressive sensing of object-signature
OSC'10 Proceedings of the Third international conference on Optical supercomputing
Learning the states: a brain inspired neural model
AGI'11 Proceedings of the 4th international conference on Artificial general intelligence
Sparse recovery with partial support knowledge
APPROX'11/RANDOM'11 Proceedings of the 14th international workshop and 15th international conference on Approximation, randomization, and combinatorial optimization: algorithms and techniques
3D face recognition based on sparse representation
The Journal of Supercomputing
Trading spaces: on the lore and limitations of latent semantic analysis
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Multi-label classification for image annotation via sparse similarity voting
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Sparse multi-shell diffusion imaging
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part II
Probabilistic ODF estimation from reduced HARDI data with sparse regularization
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part II
Compressed sensing meets the human visual system
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
Visual tracking based on Log-Euclidean Riemannian sparse representation
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Signal reconstruction based on block compressed sensing
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Compressive mechanism: utilizing sparse representation in differential privacy
Proceedings of the 10th annual ACM workshop on Privacy in the electronic society
Compressed sensing of complex-valued data
Signal Processing
Beyond sparsity: The role of L1-optimizer in pattern classification
Pattern Recognition
Image decoding optimization based on compressive sensing
Journal of Computational and Applied Mathematics
Speech emotion recognition system based on L1 regularized linear regression and decision fusion
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Composite splitting algorithms for convex optimization
Computer Vision and Image Understanding
Accelerated iterative hard thresholding
Signal Processing
Intercept of frequency agility signal using coding Nyquist folding receiver
WSEAS Transactions on Signal Processing
Local data gathering using opportunistic networking in a urban scenario
Proceedings of the 8th ACM Symposium on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
High-performance 3D compressive sensing MRI reconstruction using many-core architectures
Journal of Biomedical Imaging - Special issue on Parallel Computation in Medical Imaging Applications
Anti-sampling-distortion compressive wideband spectrum sensing for Cognitive Radio
International Journal of Mobile Communications
Compressive sensing of underground structures using GPR
Digital Signal Processing
A robust and efficient algorithm for distributed compressed sensing
Computers and Electrical Engineering
Practical data compression in wireless sensor networks: A survey
Journal of Network and Computer Applications
Learning with Structured Sparsity
The Journal of Machine Learning Research
Analysis and Generalizations of the Linearized Bregman Method
SIAM Journal on Imaging Sciences
Improved Bounds on Restricted Isometry Constants for Gaussian Matrices
SIAM Journal on Matrix Analysis and Applications
Explicit Construction of a Small $\epsilon$-Net for Linear Threshold Functions
SIAM Journal on Computing
Alternating Direction Algorithms for $\ell_1$-Problems in Compressive Sensing
SIAM Journal on Scientific Computing
Large Scale Bayesian Inference and Experimental Design for Sparse Linear Models
SIAM Journal on Imaging Sciences
NESTA: A Fast and Accurate First-Order Method for Sparse Recovery
SIAM Journal on Imaging Sciences
A First-Order Smoothed Penalty Method for Compressed Sensing
SIAM Journal on Optimization
SIAM Journal on Optimization
Convex Formulations of Data Assimilation Problems for a Class of Hamilton-Jacobi Equations
SIAM Journal on Control and Optimization
A Regularization Parameter for Nonsmooth Tikhonov Regularization
SIAM Journal on Scientific Computing
Efficient Deterministic Compressed Sensing for Images with Chirps and Reed-Muller Codes
SIAM Journal on Imaging Sciences
CSOR: carrier sensing on reception
Proceedings of the 4th International Conference on Cognitive Radio and Advanced Spectrum Management
Decentralized cooperative compressed spectrum sensing for block sparse signals
Proceedings of the 4th International Conference on Cognitive Radio and Advanced Spectrum Management
Analyzing graph structure via linear measurements
Proceedings of the twenty-third annual ACM-SIAM symposium on Discrete Algorithms
Simple and practical algorithm for sparse Fourier transform
Proceedings of the twenty-third annual ACM-SIAM symposium on Discrete Algorithms
Sublinear time, measurement-optimal, sparse recovery for all
Proceedings of the twenty-third annual ACM-SIAM symposium on Discrete Algorithms
Sparse and silent coding in neural circuits
Neurocomputing
Fast communication: Constraint removal for sparse signal recovery
Signal Processing
Joint dynamic sparse representation for multi-view face recognition
Pattern Recognition
Sparsity reconstruction in electrical impedance tomography: An experimental evaluation
Journal of Computational and Applied Mathematics
Multiscale Stochastic Preconditioners in Non-intrusive Spectral Projection
Journal of Scientific Computing
Efficient prediction algorithms for binary decomposition techniques
Data Mining and Knowledge Discovery
Efficient sketches for the set query problem
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
An almost optimal unrestricted fast Johnson-Lindenstrauss transform
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Where computer vision needs help from computer science
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Proceedings of the International Conference on Computer-Aided Design
Commute time guided transformation for feature extraction
Computer Vision and Image Understanding
Sorted random projections for robust rotation-invariant texture classification
Pattern Recognition
A sparse decomposition approach to compressing biomedical signals
ICMB'10 Proceedings of the Second international conference on Medical Biometrics
Phase transition in limiting distributions of coherence of high-dimensional random matrices
Journal of Multivariate Analysis
Smoothed state estimates under abrupt changes using sum-of-norms regularization
Automatica (Journal of IFAC)
Gelfand and Kolmogorov numbers of Sobolev embeddings of weighted function spaces
Journal of Complexity
High-resolution ranging method based on low-rate parallel random sampling
Digital Signal Processing
Estimating human pose from occluded images
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Robust Visual Tracking Using an Effective Appearance Model Based on Sparse Coding
ACM Transactions on Intelligent Systems and Technology (TIST)
Sparse Legendre expansions via l1-minimization
Journal of Approximation Theory
A generalized subspace projection approach for sparse representation classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Compressive rendering of multidimensional scenes
Proceedings of the 2010 international conference on Video Processing and Computational Video
MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II
Exact matrix completion via convex optimization
Communications of the ACM
Structural analysis of network traffic matrix via relaxed principal component pursuit
Computer Networks: The International Journal of Computer and Telecommunications Networking
In-situ soil moisture sensing: measurement scheduling and estimation using compressive sensing
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Efficient cross-correlation via sparse representation in sensor networks
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Sensing and Filtering: A Fresh Perspective Based on Preimages and Information Spaces
Foundations and Trends in Robotics
Foundations and Trends® in Machine Learning
Block-Based Compressed Sensing of Images and Video
Foundations and Trends in Signal Processing
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
A fast iterative shrinkage-thresholding algorithm for electrical resistance tomography
WSEAS Transactions on Circuits and Systems
Dimensionality reduction via compressive sensing
Pattern Recognition Letters
A* orthogonal matching pursuit: Best-first search for compressed sensing signal recovery
Digital Signal Processing
Nearly optimal sparse fourier transform
STOC '12 Proceedings of the forty-fourth annual ACM symposium on Theory of computing
Matching Pursuits with random sequential subdictionaries
Signal Processing
Towards implementing a fully wireless multiple-lead electrocardiograph
Proceedings of the Fifth International Conference on Body Area Networks
Clustered embedding of massive social networks
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Robust principal component analysis with non-greedy l1-norm maximization
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Matrix co-factorization on compressed sensing
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Cooperative spectrum sensing in cognitive radio networks: A survey
Physical Communication
Heteroscedastic Sparse Representation Based Classification for Face Recognition
Neural Processing Letters
Compressed sensing and Cholesky decomposition on FPGAs and GPUs
Parallel Computing
A survey of visual sensor network platforms
Multimedia Tools and Applications
Journal of Mathematical Imaging and Vision
Approximate Sparse Recovery: Optimizing Time and Measurements
SIAM Journal on Computing
$\ell_1$ Minimization with Noisy Data
SIAM Journal on Numerical Analysis
Directional Sparsity in Optimal Control of Partial Differential Equations
SIAM Journal on Control and Optimization
Coherence Pattern-Guided Compressive Sensing with Unresolved Grids
SIAM Journal on Imaging Sciences
Adaptive Compressed Image Sensing Using Dictionaries
SIAM Journal on Imaging Sciences
Sketching in Adversarial Environments
SIAM Journal on Computing
SIAM Journal on Optimization
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
Efficient and reliable low-power backscatter networks
Proceedings of the ACM SIGCOMM 2012 conference on Applications, technologies, architectures, and protocols for computer communication
A Bayesian approach to sparse dynamic network identification
Automatica (Journal of IFAC)
A wideband compressed spectrum sensing platform for dynamic spectrum access networks
Proceedings of the 18th annual international conference on Mobile computing and networking
Environmental monitoring via compressive sensing
Proceedings of the Sixth International Workshop on Knowledge Discovery from Sensor Data
Online feature selection for mining big data
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Function-valued mappings, total variation and compressed sensing for diffusion MRI
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Target reconstruction using manifold-based compressive sensing
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Cost of not splitting in routing: characterization and estimation
IEEE/ACM Transactions on Networking (TON)
Distributed compressed sensing based on bipartite graph in wireless sensor networks
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Spatio-temporal compressive sensing and internet traffic matrices
IEEE/ACM Transactions on Networking (TON)
Detection of damage in cyclic structures using an eigenpair sensitivity matrix
Computers and Structures
SAR image reconstruction and autofocus by compressed sensing
Digital Signal Processing
Evaluating compressive sampling strategies for performance monitoring of data centers
Proceedings of the 9th international conference on Autonomic computing
Computers and Electrical Engineering
Efficient and reliable low-power backscatter networks
ACM SIGCOMM Computer Communication Review - Special october issue SIGCOMM '12
Compressive sensing for polyharmonic subdivision wavelets with applications to image analysis
Proceedings of the 13th International Conference on Computer Systems and Technologies
Compressive estimation for signal integration in rendering
EGSR'10 Proceedings of the 21st Eurographics conference on Rendering
Journal of Computational Neuroscience
Decentralized indoor wireless localization using compressed sensing of signal-strength fingerprints
Proceedings of the 7th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
Restricted p---isometry property and its application for nonconvex compressive sensing
Advances in Computational Mathematics
Letters: Enhancing sparsity via ℓp (0
Neurocomputing
Scaling multiple-source entity resolution using statistically efficient transfer learning
Proceedings of the 21st ACM international conference on Information and knowledge management
A distributed adaptive sampling soluting using autonomous underwater vehicles
Proceedings of the Seventh ACM International Conference on Underwater Networks and Systems
Journal of Approximation Theory
Journal of Approximation Theory
Tracking the best level set in a level-crossing analog-to-digital converter
Digital Signal Processing
Random direction divisive clustering
Pattern Recognition Letters
Job scheduling using successive linear programming approximations of a sparse model
Euro-Par'12 Proceedings of the 18th international conference on Parallel Processing
MOEA/D with iterative thresholding algorithm for sparse optimization problems
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Real-time compressive tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Dictionary learning and time sparsity in dynamic MRI
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Fast multi-contrast MRI reconstruction
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Learning parameters of linear models in compressed parameter space
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Sparse methods for biomedical data
ACM SIGKDD Explorations Newsletter
Sparse Doppler-only snapshot imaging for space debris
Signal Processing
Image recovery from partial wavelet coefficients via sparse representation
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
On analysis-based two-step interpolation methods for randomly sampled seismic data
Computers & Geosciences
Efficient background subtraction for real-time tracking in embedded camera networks
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Expert Systems with Applications: An International Journal
Pose-robust face recognition via sparse representation
Pattern Recognition
Multi-pose 3D face recognition based on 2D sparse representation
Journal of Visual Communication and Image Representation
Greedy regression in sparse coding space for single-image super-resolution
Journal of Visual Communication and Image Representation
Saliency-guided compressive sensing approach to efficient laser range measurement
Journal of Visual Communication and Image Representation
On the reconstruction of sequences of sparse signals - The Weighted-CS
Journal of Visual Communication and Image Representation
An Efficient Algorithm for l0 Minimization in Wavelet Frame Based Image Restoration
Journal of Scientific Computing
Accelerated Linearized Bregman Method
Journal of Scientific Computing
Sparse representations and distance learning for attribute based category recognition
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
A cyclic projected gradient method
Computational Optimization and Applications
Bregman operator splitting with variable stepsize for total variation image reconstruction
Computational Optimization and Applications
Computational Optimization and Applications
The method for constructing block sparse measurement matrix based on orthogonal vectors
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Dynamic angle selection in binary tomography
Computer Vision and Image Understanding
A Simple Compressive Sensing Algorithm for Parallel Many-Core Architectures
Journal of Signal Processing Systems
A two-stage method for inverse medium scattering
Journal of Computational Physics
A power laws-based reconstruction approach to end-to-end network traffic
Journal of Network and Computer Applications
Proceedings of the 14th Workshop on Mobile Computing Systems and Applications
Robust visual tracking with discriminative sparse learning
Pattern Recognition
Sparse coding based visual tracking: Review and experimental comparison
Pattern Recognition
Compressive system identification: Sequential methods and entropy bounds
Digital Signal Processing
Identification of switched linear regression models using sum-of-norms regularization
Automatica (Journal of IFAC)
Sparse signal recovery by difference of convex functions algorithms
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Non-convex hybrid total variation for image denoising
Journal of Visual Communication and Image Representation
Neural Networks
Compressive light field photography using overcomplete dictionaries and optimized projections
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Mesh denoising via L0 minimization
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Compressive sensing using locality-preserving matrices
Proceedings of the twenty-ninth annual symposium on Computational geometry
Fractal pursuit for compressive sensing signal recovery
Computers and Electrical Engineering
Green framework for future heterogeneous wireless networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Sketching via hashing: from heavy hitters to compressed sensing to sparse fourier transform
Proceedings of the 32nd symposium on Principles of database systems
Routing topology inference for wireless sensor networks
ACM SIGCOMM Computer Communication Review
Digital paparazzi: spotting celebrities in professional photo libraries
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Image super-resolution: use of self-learning and gabor prior
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Sound source localization using compressive sensing-based feature extraction and spatial sparsity
Digital Signal Processing
An Almost Optimal Unrestricted Fast Johnson-Lindenstrauss Transform
ACM Transactions on Algorithms (TALG) - Special Issue on SODA'11
Smartphone household wireless electroencephalogram hat
Applied Computational Intelligence and Soft Computing
Compressed sensing photoacoustic imaging based on fast alternating direction algorithm
Journal of Biomedical Imaging
Journal of Computational Physics
Inferring connectivity model from meter measurements in distribution networks
Proceedings of the fourth international conference on Future energy systems
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
Smartphone household wireless electroencephalogram hat
Applied Computational Intelligence and Soft Computing
Sparsity lower bounds for dimensionality reducing maps
Proceedings of the forty-fifth annual ACM symposium on Theory of computing
Homomorphic fingerprints under misalignments: sketching edit and shift distances
Proceedings of the forty-fifth annual ACM symposium on Theory of computing
Towards trustworthy medical devices and body area networks
Proceedings of the 50th Annual Design Automation Conference
Compressive speech enhancement
Speech Communication
Internet of Things (IoT): A vision, architectural elements, and future directions
Future Generation Computer Systems
A note on the hardness of sparse approximation
Information Processing Letters
Performance analysis of partial segmented compressed sampling
Signal Processing
Dictionary learning based impulse noise removal via L1-L1 minimization
Signal Processing
Deterministic under-sampling with error correction in OFDM systems
Proceedings of the 17th Panhellenic Conference on Informatics
Enabling advanced inference on sensor nodes through direct use of compressively-sensed signals
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Using appearance re-matching to improve real-time compressive tracking
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
An improved real-time compressive tracking method
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
A compressive sensing-based reconstruction approach to network traffic
Computers and Electrical Engineering
Computer Methods and Programs in Biomedicine
The L1 penalized LAD estimator for high dimensional linear regression
Journal of Multivariate Analysis
Greedy sparsity-constrained optimization
The Journal of Machine Learning Research
Assessing the effects of data compression in simulations using physically motivated metrics
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Bounds on the quality of reconstructed images in binary tomography
Discrete Applied Mathematics
The role of dictionary learning on sparse representation-based classification
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
A polynomial case of the cardinality-constrained quadratic optimization problem
Journal of Global Optimization
Analysis of adaptive sampling techniques for underwater vehicles
Autonomous Robots
Compressed sensing-based MRI reconstruction using complex double-density dual-tree DWT
Journal of Biomedical Imaging
A comparison of typical ℓp minimization algorithms
Neurocomputing
Real-time classification via sparse representation in acoustic sensor networks
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
ICALP'13 Proceedings of the 40th international conference on Automata, Languages, and Programming - Volume Part I
Rapid speaker adaptation using compressive sensing
Speech Communication
Compressed sensing signal recovery via forward-backward pursuit
Digital Signal Processing
A learning-based method for compressive image recovery
Journal of Visual Communication and Image Representation
Image representation using block compressive sensing for compression applications
Journal of Visual Communication and Image Representation
Compression in wireless sensor networks: A survey and comparative evaluation
ACM Transactions on Sensor Networks (TOSN)
An image super-resolution scheme based on compressive sensing with PCA sparse representation
IWDW'12 Proceedings of the 11th international conference on Digital Forensics and Watermaking
Eigenface-based sparse representation for face recognition
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Glider CT: reconstructing flow fields from predicted motion of underwater gliders
Proceedings of the Eighth ACM International Conference on Underwater Networks and Systems
Single image super-resolution based on space structure learning
Pattern Recognition Letters
Performance comparison of feature extraction algorithms for target detection and classification
Pattern Recognition Letters
Performance of 2D compressive sensing on wide-beam through-the-wall imaging
Journal of Electrical and Computer Engineering - Special issue on Advances in Radar Technologies
A sparse nonnegative matrix factorization technique for graph matching problems
Pattern Recognition
Sparse signal reconstruction using decomposition algorithm
Knowledge-Based Systems
Multireference alignment using semidefinite programming
Proceedings of the 5th conference on Innovations in theoretical computer science
Entity linking at the tail: sparse signals, unknown entities, and phrase models
Proceedings of the 7th ACM international conference on Web search and data mining
An Illumination Robust Algorithm for Face Recognition Via SRC and Gradientfaces
Proceedings of the Second International Conference on Innovative Computing and Cloud Computing
Anomaly detection in large-scale data stream networks
Data Mining and Knowledge Discovery
An SDP approach for ℓ0-minimization: Application to ARX model segmentation
Automatica (Journal of IFAC)
Uncertainty quantification for integrated circuits: stochastic spectral methods
Proceedings of the International Conference on Computer-Aided Design
Compressive sensing using the modified entropy functional
Digital Signal Processing
Nesterov's algorithm solving dual formulation for compressed sensing
Journal of Computational and Applied Mathematics
Dictionary learning based reconstruction for distributed compressed video sensing
Journal of Visual Communication and Image Representation
GPU-based iterative transmission reconstruction in 3D ultrasound computer tomography
Journal of Parallel and Distributed Computing
Block-sparse recovery via redundant block OMP
Signal Processing
Compressed classification learning with Markov chain samples
Neural Networks
Nonparametric sparsity and regularization
The Journal of Machine Learning Research
Variable selection in high-dimension with random designs and orthogonal matching pursuit
The Journal of Machine Learning Research
Generalized spike-and-slab priors for Bayesian group feature selection using expectation propagation
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Stationary-sparse causality network learning
The Journal of Machine Learning Research
Radar array diagnosis from undersampled data using a compressed sensing/sparse recovery technique
Journal of Electrical and Computer Engineering - Special issue on Advances in Radar Technologies
Weighted discriminative sparsity preserving embedding for face recognition
Knowledge-Based Systems
Compressive sensing and adaptive direct sampling in hyperspectral imaging
Digital Signal Processing
Cross-Lingual Subspace Gaussian Mixture Models for Low-Resource Speech Recognition
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
An infeasible-point subgradient method using adaptive approximate projections
Computational Optimization and Applications
Attention-Based Health Monitoring
International Journal of Monitoring and Surveillance Technologies Research
Homogeneous Penalizers and Constraints in Convex Image Restoration
Journal of Mathematical Imaging and Vision
A matching pursuit approach to solenoidal filtering of three-dimensional velocity measurements
Journal of Computational Physics
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Non-negative sparse decomposition based on constrained smoothed ℓ0 norm
Signal Processing
Fundamenta Informaticae - Strategies for Tomography
An adaptive regularization method for sparse representation
Integrated Computer-Aided Engineering
On MAP and MMSE estimators for the co-sparse analysis model
Digital Signal Processing
| Hi-index | 756.60 |
Suppose x is an unknown vector in Ropfm (a digital image or signal); we plan to measure n general linear functionals of x and then reconstruct. If x is known to be compressible by transform coding with a known transform, and we reconstruct via the nonlinear procedure defined here, the number of measurements n can be dramatically smaller than the size m. Thus, certain natural classes of images with m pixels need only n=O(m1/4log5/2(m)) nonadaptive nonpixel samples for faithful recovery, as opposed to the usual m pixel samples. More specifically, suppose x has a sparse representation in some orthonormal basis (e.g., wavelet, Fourier) or tight frame (e.g., curvelet, Gabor)-so the coefficients belong to an lscrp ball for 0