Sparse representation learning using ℓ1−2 compressed sensing and rank-revealing QR factorization

Differentiating COPD and Asthma using Quantitative CT Imaging and Machine Learning

(2022) Amir Moslemi et al.   EUROPEAN RESPIRATORY JOURNAL

Exploring the Effect of Image Enhancement Techniques on COVID-19 Detection using Chest X-rays Images

(2021) Tawsifur Rahman et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Feature selection and classification of noisy proteomics mass spectrometry data based on one-bit perturbed compressed sensing

(2020) Wenbo Xu et al.   BIOINFORMATICS

Lobar Emphysema Distribution Is Associated With 5-Year Radiological Disease Progression

(2018) Adel Boueiz et al.   CHEST

Data-Driven Sparse Sensor Placement for Reconstruction: Demonstrating the Benefits of Exploiting Known Patterns

(2018) Krithika Manohar et al.   IEEE CONTROL SYSTEMS MAGAZINE

Greedy Sensor Placement With Cost Constraints

(2018) Emily Clark et al.   IEEE SENSORS JOURNAL

Sparse Sensor Placement Optimization for Classification

(2016) B. W. Brunton et al.   SIAM JOURNAL ON APPLIED MATHEMATICS

Minimization of $\ell_{1-2}$ for Compressed Sensing

(2015) Penghang Yin et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

PCA-based dictionary building for accurate facial expression recognition via sparse representation

(2014) M.R. Mohammadi et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Hierarchical classification of images by sparse approximation

(2013) Byung-soo Kim et al.   IMAGE AND VISION COMPUTING

A Method for Finding Structured Sparse Solutions to Nonnegative Least Squares Problems with Applications

(2013) Ernie Esser et al.   SIAM Journal on Imaging Sciences

Computed tomography-quantified emphysema distribution is associated with lung function decline

(2012) Firdaus A.A. Mohamed Hoesein et al.   EUROPEAN RESPIRATORY JOURNAL

Principal component analysis using QR decomposition

(2012) Alok Sharma et al.   International Journal of Machine Learning and Cybernetics

Secure and Robust Iris Recognition Using Random Projections and Sparse Representations

(2011) J. K. Pillai et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Quantitative Analysis of Pulmonary Emphysema Using Local Binary Patterns

(2010) Lauge Srensen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Sparse Recovery Using Sparse Matrices

(2010) Anna Gilbert et al.   PROCEEDINGS OF THE IEEE

Compressive-Projection Principal Component Analysis

(2009) J.E. Fowler   IEEE TRANSACTIONS ON IMAGE PROCESSING

Robust Face Recognition via Sparse Representation

(2009) J. Wright et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Imaging via Compressive Sampling

(2008) J. Romberg   IEEE SIGNAL PROCESSING MAGAZINE

Recursive Support Vector Machines for Dimensionality Reduction

(2008) Qing Tao et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Restricted isometry properties and nonconvex compressive sensing

(2008) Rick Chartrand et al.   INVERSE PROBLEMS