Sparse bayesian methods and their applications

[1]  M. Yuan,et al.  Model selection and estimation in regression with grouped variables , 2006 .

[2]  David L Donoho,et al.  Compressed sensing , 2006, IEEE Transactions on Information Theory.

[3]  Samuel J. Gershman,et al.  A Tutorial on Bayesian Nonparametric Models , 2011, 1106.2697.

[4]  Bhaskar D. Rao,et al.  An Empirical Bayesian Strategy for Solving the Simultaneous Sparse Approximation Problem , 2007, IEEE Transactions on Signal Processing.

[5]  Rémi Gribonval,et al.  Blind calibration for compressed sensing by convex optimization , 2011, 1111.7248.

[6]  Marco Diani,et al.  High-resolution ISAR imaging of maneuvering targets by means of the range instantaneous Doppler technique: modeling and performance analysis , 2001, IEEE Trans. Image Process..

[7]  Emmanuel J. Candès,et al.  Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information , 2004, IEEE Transactions on Information Theory.

[8]  E. Candès,et al.  Sparsity and incoherence in compressive sampling , 2006, math/0611957.

[9]  Volkan Cevher,et al.  Compressive sensing under matrix uncertainties: An Approximate Message Passing approach , 2011, 2011 Conference Record of the Forty Fifth Asilomar Conference on Signals, Systems and Computers (ASILOMAR).

[10]  Lei Qi,et al.  Sparse High Dimensional Models in Economics. , 2011, Annual review of economics.

[11]  E. Candès.  The restricted isometry property and its implications for compressed sensing , 2008 .

[12]  Yoshua Bengio,et al.  A Spike and Slab Restricted Boltzmann Machine , 2011, AISTATS.

[13]  Dmitry M. Malioutov,et al.  A sparse signal reconstruction perspective for source localization with sensor arrays , 2005, IEEE Transactions on Signal Processing.

[14]  Michael Elad,et al.  Optimized Projections for Compressed Sensing , 2007, IEEE Transactions on Signal Processing.

[15]  Stephen P. Boyd,et al.  Disciplined Convex Programming , 2006 .

[16]  James G. Scott,et al.  The horseshoe estimator for sparse signals , 2010 .

[17]  Cheng-Xiang Wang,et al.  Wideband spectrum sensing for cognitive radio networks: a survey , 2013, IEEE Wireless Communications.

[18]  Lawrence Carin,et al.  Multi-Task Learning for Classification with Dirichlet Process Priors , 2007, J. Mach. Learn. Res..

[19]  Chi Chung Ko,et al.  ML-based frequency estimation and synchronization of frequency hopping signals , 2005, IEEE Transactions on Signal Processing.

[20]  Irena Orovic,et al.  Compressive Sensing Based Separation of Nonstationary and Stationary Signals Overlapping in Time-Frequency , 2013, IEEE Transactions on Signal Processing.

[21]  Yonina C. Eldar,et al.  Exploiting Statistical Dependencies in Sparse Representations for Signal Recovery , 2010, IEEE Transactions on Signal Processing.

[22]  F. Hlawatsch,et al.  Linear and quadratic time-frequency signal representations , 1992, IEEE Signal Processing Magazine.

[23]  Thomas Strohmer,et al.  General Deviants: An Analysis of Perturbations in Compressed Sensing , 2009, IEEE Journal of Selected Topics in Signal Processing.

[24]  Bhaskar D. Rao,et al.  Sparse Bayesian learning for basis selection , 2004, IEEE Transactions on Signal Processing.

[25]  L. Cohen,et al.  Time-frequency distributions-a review , 1989, Proc. IEEE.

[26]  Xiaoli Ma,et al.  An EM Algorithm for Blind Hop Timing Estimation of Multiple FH Signals Using an Array System With Bandwidth Mismatch , 2007, IEEE Transactions on Vehicular Technology.

[27]  Chandra R. Murthy,et al.  Cramér-Rao-Type Bounds for Sparse Bayesian Learning , 2012, IEEE Transactions on Signal Processing.

[28]  Michael I. Jordan,et al.  Variational inference for Dirichlet process mixtures , 2006 .

[29]  Mário A. T. Figueiredo.  Adaptive Sparseness for Supervised Learning , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[30]  Fang Liu,et al.  Compressive Sensing SAR Image Reconstruction Based on Bayesian Framework and Evolutionary Computation , 2011, IEEE Transactions on Image Processing.

[31]  Matthew J. Beal.  Variational algorithms for approximate Bayesian inference , 2003 .

[32]  Nikos D. Sidiropoulos,et al.  Joint hop timing and frequency estimation for collision resolution in FH networks , 2005, IEEE Transactions on Wireless Communications.

[33]  Daniel Hernández-Lobato,et al.  Generalized spike-and-slab priors for Bayesian group feature selection using expectation propagation , 2013, J. Mach. Learn. Res..

[34]  Yachao Li,et al.  Resolution Enhancement for Inversed Synthetic Aperture Radar Imaging Under Low SNR via Improved Compressive Sensing , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[35]  Stephen J. Wright,et al.  Toeplitz-Structured Compressed Sensing Matrices , 2007, 2007 IEEE/SP 14th Workshop on Statistical Signal Processing.

[36]  Yachao Li,et al.  Bayesian Inverse Synthetic Aperture Radar Imaging , 2011, IEEE Geoscience and Remote Sensing Letters.

[37]  Tongtong Li,et al.  Anti-Jamming Message-Driven Frequency Hopping—Part I: System Design , 2013, IEEE Transactions on Wireless Communications.

[38]  Junfeng Yang,et al.  A Fast Alternating Direction Method for TVL1-L2 Signal Reconstruction From Partial Fourier Data , 2010, IEEE Journal of Selected Topics in Signal Processing.

[39]  R. Tibshirani,et al.  Sparsity and smoothness via the fused lasso , 2005 .

[40]  D. Donoho,et al.  Sparse MRI: The application of compressed sensing for rapid MR imaging , 2007, Magnetic resonance in medicine.

[41]  David B. Dunson,et al.  Logistic Stick-Breaking Process , 2011, J. Mach. Learn. Res..

[42]  Gang Wang,et al.  Multitask Spectrum Sensing in Cognitive Radio Networks via Spatiotemporal Data Mining , 2013, IEEE Transactions on Vehicular Technology.

[43]  A. Scaglione,et al.  Parameter estimation of spread spectrum frequency-hopping signals using time-frequency distributions , 1997, First IEEE Signal Processing Workshop on Signal Processing Advances in Wireless Communications.

[44]  Da-Gang Fang,et al.  Translational motion compensation in ISAR image processing , 1995, IEEE Trans. Image Process..

[45]  Deanna Needell,et al.  CoSaMP: Iterative signal recovery from incomplete and inaccurate samples , 2008, ArXiv.

[46]  Müjdat Çetin,et al.  A Sparsity-Driven Approach for Joint SAR Imaging and Phase Error Correction , 2012, IEEE Transactions on Image Processing.

[47]  James G. Scott,et al.  Shrink Globally, Act Locally: Sparse Bayesian Regularization and Prediction , 2022 .

[48]  Radford M. Neal.  Pattern Recognition and Machine Learning , 2007, Technometrics.

[49]  Andreas Polydoros,et al.  Hop-timing estimation for FH signals using a coarsely channelized receiver , 1996, IEEE Trans. Commun..

[50]  Lu Wang,et al.  An Autofocus Technique for High-Resolution Inverse Synthetic Aperture Radar Imagery , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[51]  Vinayak A. Rao,et al.  Hierarchical Infinite Divisibility for Multiscale Shrinkage , 2014, IEEE Transactions on Signal Processing.

[52]  Hong Sun,et al.  Model based Bayesian compressive sensing via Local Beta Process , 2015, Signal Process..

[53]  Andreas Weinmann,et al.  The L1-Potts Functional for Robust Jump-Sparse Reconstruction , 2012, SIAM J. Numer. Anal..

[54]  Emre Ertin,et al.  Sparsity and Compressed Sensing in Radar Imaging , 2010, Proceedings of the IEEE.

[55]  Zheng Bao,et al.  High-Resolution ISAR Imaging by Exploiting Sparse Apertures , 2012, IEEE Transactions on Antennas and Propagation.

[56]  S. MacEachern.  Decision Theoretic Aspects of Dependent Nonparametric Processes , 2000 .

[57]  A.J. Viterbi,et al.  Spread spectrum communications: myths and realities , 2002, IEEE Communications Magazine.

[58]  Charles V. Jakowatz,et al.  Phase gradient autofocus-a robust tool for high resolution SAR phase correction , 1994 .

[59]  Chung-ching Chen,et al.  Target-Motion-Induced Radar Imaging , 1980, IEEE Transactions on Aerospace and Electronic Systems.

[60]  Zhengming Wang,et al.  Fast and Adaptive Method for SAR Superresolution Imaging Based on Point Scattering Model and Optimal Basis Selection , 2009, IEEE Transactions on Image Processing.

[61]  Cishen Zhang,et al.  Robustly Stable Signal Recovery in Compressed Sensing With Structured Matrix Perturbation , 2011, IEEE Transactions on Signal Processing.

[62]  B. C. Ng,et al.  Sensor-array calibration using a maximum-likelihood approach , 1996 .

[63]  Li Xi,et al.  Autofocusing of ISAR images based on entropy minimization , 1999 .

[64]  Nikos D. Sidiropoulos,et al.  Sparse Parametric Models for Robust Nonstationary Signal Analysis: Leveraging the Power of Sparse Regression , 2013, IEEE Signal Processing Magazine.

[65]  Xiaoyong Du,et al.  Sparse Representation Based Autofocusing Technique for ISAR Images , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[66]  Lawrence Carin,et al.  Tree-Structured Compressive Sensing With Variational Bayesian Analysis , 2010, IEEE Signal Processing Letters.

[67]  Andreas Polydoros,et al.  Hop timing estimation for noncoherent frequency-hopped M-FSK intercept receivers , 1995, IEEE Trans. Commun..

[68]  Zhihui Zhu,et al.  On Projection Matrix Optimization for Compressive Sensing Systems , 2013, IEEE Transactions on Signal Processing.

[69]  David B. Dunson,et al.  Multi-task compressive sensing with Dirichlet process priors , 2008, ICML '08.

[70]  Don J. Torrieri,et al.  Mobile frequency-hopping CDMA systems , 2000, IEEE Trans. Commun..

[71]  ZhangYin,et al.  Alternating Direction Algorithms for $\ell_1$-Problems in Compressive Sensing , 2011 .

[72]  Kush R. Varshney,et al.  Sparsity-Driven Synthetic Aperture Radar Imaging: Reconstruction, autofocusing, moving targets, and compressed sensing , 2014, IEEE Signal Processing Magazine.

[73]  Joel A. Tropp,et al.  Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit , 2007, IEEE Transactions on Information Theory.

[74]  P. Lacomme,et al.  Synthetic Aperture Radar , 2001 .

[75]  R. Calderbank,et al.  Chirp sensing codes: Deterministic compressed sensing measurements for fast recovery , 2009 .

[76]  Lawrence Carin,et al.  Exploiting Structure in Wavelet-Based Bayesian Compressive Sensing , 2009, IEEE Transactions on Signal Processing.

[77]  Yiyu Zhou,et al.  An Efficient Maximum Likelihood Method for Direction-of-Arrival Estimation via Sparse Bayesian Learning , 2012, IEEE Transactions on Wireless Communications.

[78]  Emmanuel J. Candès,et al.  Decoding by linear programming , 2005, IEEE Transactions on Information Theory.

[79]  P. W. Jones,et al.  Digital Image Compression Techniques , 1991 .

[80]  Philip Schniter,et al.  Tracking and smoothing of time-varying sparse signals via approximate belief propagation , 2010, 2010 Conference Record of the Forty Fourth Asilomar Conference on Signals, Systems and Computers.

[81]  Vito Pascazio,et al.  Maximum a posteriori estimation of height profiles in InSAR imaging , 2004, IEEE Geoscience and Remote Sensing Letters.

[82]  Lu Wang,et al.  Enhanced ISAR Imaging by Exploiting the Continuity of the Target Scene , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[83]  Marc Teboulle,et al.  Fast Gradient-Based Algorithms for Constrained Total Variation Image Denoising and Deblurring Problems , 2009, IEEE Transactions on Image Processing.

[84]  Jian-Feng Cai,et al.  Blind motion deblurring from a single image using sparse approximation , 2009, CVPR.

[85]  Tongtong Li,et al.  Anti-Jamming Message-Driven Frequency Hopping—Part II: Capacity Analysis Under Disguised Jamming , 2013, IEEE Transactions on Wireless Communications.

[86]  Aggelos K. Katsaggelos,et al.  Bayesian Compressive Sensing Using Laplace Priors , 2010, IEEE Transactions on Image Processing.

[87]  Bhaskar D. Rao,et al.  Latent Variable Bayesian Models for Promoting Sparsity , 2011, IEEE Transactions on Information Theory.

[88]  Vito Pascazio,et al.  Inverse Profiling via an Effective Linearized Scattering Model and MRF Regularization , 2011, IEEE Geoscience and Remote Sensing Letters.

[89]  Yonina C. Eldar,et al.  Block-Sparse Signals: Uncertainty Relations and Efficient Recovery , 2009, IEEE Transactions on Signal Processing.

[90]  Hong Sun,et al.  Bayesian compressive sensing for cluster structured sparse signals , 2012, Signal Process..

[91]  Junfeng Wang,et al.  Minimum-entropy phase adjustment for ISAR , 2004 .

[92]  R. Nowak,et al.  Compressed Sensing for Networked Data , 2008, IEEE Signal Processing Magazine.

[93]  Boualem Boashash,et al.  Estimating and interpreting the instantaneous frequency of a signal. II. A/lgorithms and applications , 1992, Proc. IEEE.

[94]  David B. Dunson,et al.  Multitask Compressive Sensing , 2009, IEEE Transactions on Signal Processing.

[95]  Bhaskar D. Rao,et al.  Sparse Signal Recovery With Temporally Correlated Source Vectors Using Sparse Bayesian Learning , 2011, IEEE Journal of Selected Topics in Signal Processing.

[96]  Lu Wang,et al.  Hierarchical Sparse Signal Recovery by Variational Bayesian Inference , 2014, IEEE Signal Processing Letters.

[97]  Jian Wang,et al.  Generalized Orthogonal Matching Pursuit , 2011, IEEE Transactions on Signal Processing.

[98]  S. Srinivasa,et al.  The Throughput Potential of Cognitive Radio: A Theoretical Perspective , 2006, 2006 Fortieth Asilomar Conference on Signals, Systems and Computers.

[99]  Nikos D. Sidiropoulos,et al.  Estimating Multiple Frequency-Hopping Signal Parameters via Sparse Linear Regression , 2010, IEEE Transactions on Signal Processing.

[100]  B. Jørgensen.  Statistical Properties of the Generalized Inverse Gaussian Distribution , 1981 .

[101]  Yonina C. Eldar,et al.  Structured Compressed Sensing: From Theory to Applications , 2011, IEEE Transactions on Signal Processing.

[102]  D.G. Tzikas,et al.  The variational approximation for Bayesian inference , 2008, IEEE Signal Processing Magazine.

[103]  Aleksandar Dogandzic,et al.  A Max-Product EM Algorithm for Reconstructing Markov-Tree Sparse Signals From Compressive Samples , 2012, IEEE Transactions on Signal Processing.

[104]  Philip Schniter,et al.  Compressive Imaging Using Approximate Message Passing and a Markov-Tree Prior , 2010, IEEE Transactions on Signal Processing.

[105]  Y. Pi,et al.  Bayesian compressive sensing in synthetic aperture radar imaging , 2012 .

[106]  Dmitriy Shutin,et al.  2 2 A ug 2 01 1 1 Sparse Estimation using Bayesian Hierarchical Prior Modeling for Real and Complex Models , 2011 .

[107]  R.G. Baraniuk,et al.  Compressive Sensing [Lecture Notes] , 2007, IEEE Signal Processing Magazine.

[108]  A. Swami,et al.  Blind high resolution localization and tracking of multiple frequency hopped signals , 2001 .

[109]  Michel Barlaud,et al.  Deterministic edge-preserving regularization in computed imaging , 1997, IEEE Trans. Image Process..

[110]  E.J. Candes,et al.  An Introduction To Compressive Sampling , 2008, IEEE Signal Processing Magazine.

[111]  George Eastman House,et al.  Sparse Bayesian Learning and the Relevan e Ve tor Ma hine , 2001 .

[112]  Paco López-Dekker,et al.  A Novel Strategy for Radar Imaging Based on Compressive Sensing , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[113]  W. Clem Karl,et al.  Feature-enhanced synthetic aperture radar image formation based on nonquadratic regularization , 2001, IEEE Trans. Image Process..

[114]  P. P. Vaidyanathan,et al.  MIMO Radar Ambiguity Properties and Optimization Using Frequency-Hopping Waveforms , 2008, IEEE Transactions on Signal Processing.

[115]  R. DeVore,et al.  A Simple Proof of the Restricted Isometry Property for Random Matrices , 2008 .

[116]  Zheng Bao,et al.  Weighted least-squares estimation of phase errors for SAR/ISAR autofocus , 1999, IEEE Trans. Geosci. Remote. Sens..

[117]  Michael A. Saunders,et al.  Atomic Decomposition by Basis Pursuit , 1998, SIAM J. Sci. Comput..

[118]  Lawrence Carin,et al.  Bayesian Compressive Sensing , 2008, IEEE Transactions on Signal Processing.

[119]  Alan V. Oppenheim,et al.  Discrete-time Signal Processing. Vol.2 , 2001 .

[120]  T.-C. Chen,et al.  Joint signal parameter estimation of frequency-hopping communications , 2012, IET Commun..

[121]  Thomas Strohmer,et al.  High-Resolution Radar via Compressed Sensing , 2008, IEEE Transactions on Signal Processing.

[122]  Savo Glisic,et al.  Advanced frequency hopping modulation for spread spectrum WLAN , 2000, IEEE Journal on Selected Areas in Communications.

[123]  Lu Wang,et al.  An Improved Auto-Calibration Algorithm Based on Sparse Bayesian Learning Framework , 2013, IEEE Signal Processing Letters.

[124]  Bhaskar D. Rao,et al.  Sparse channel estimation via matching pursuit with application to equalization , 2002, IEEE Trans. Commun..

[125]  Yiyu Zhou,et al.  Sparsity-Inducing Direction Finding for Narrowband and Wideband Signals Based on Array Covariance Vectors , 2013, IEEE Transactions on Wireless Communications.

[126]  Yonina C. Eldar,et al.  C-HiLasso: A Collaborative Hierarchical Sparse Modeling Framework , 2010, IEEE Transactions on Signal Processing.