Learning with Structured Sparsity

17 March 2009

Tong Zhang

Papers citing "Learning with Structured Sparsity"

50 / 129 papers shown

Title
Network-Guided Biomarker Discovery Chloé-Agathe Azencott 19 5 0 27 Jul 2016
Extended Gauss-Newton and ADMM-Gauss-Newton Algorithms for Low-Rank Matrix Optimization Quoc Tran-Dinh 19 7 0 10 Jun 2016
A Riemannian Framework for Statistical Analysis of Topological Persistence Diagrams Megasthenis Asteris Vinay Venkataraman Karthikeyan N. Ramamurthy Pavan Turaga 23 12 0 28 May 2016
Estimating Sparse Signals with Smooth Support via Convex Programming and Block Sparsity Sohil Shah Tom Goldstein Christoph Studer 26 4 0 06 May 2016
Convex block-sparse linear regression with expanders -- provably Anastasios Kyrillidis B. Bah Rouzbeh Hasheminezhad Quoc Tran-Dinh Luca Baldassarre V. Cevher 8 1 0 21 Mar 2016
Structured Sparse Regression via Greedy Hard-Thresholding Prateek Jain Nikhil S. Rao Inderjit Dhillon 22 42 0 19 Feb 2016
Feature Selection: A Data Perspective Jundong Li Kewei Cheng Suhang Wang Fred Morstatter Robert P. Trevino Jiliang Tang Huan Liu 37 794 0 29 Jan 2016
Approximate Message Passing with Nearest Neighbor Sparsity Pattern Learning Xiangming Meng Sheng Wu Linling Kuang Defeng David Huang Huang Jianhua Lu 18 10 0 04 Jan 2016
UA-DETRAC: A New Benchmark and Protocol for Multi-Object Detection and Tracking Longyin Wen Dawei Du Zhaowei Cai Zhen Lei Ming-Ching Chang H. Qi Jongwoo Lim Ming-Hsuan Yang Siwei Lyu VOT 35 563 0 13 Nov 2015
Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset T. Bouwmans A. Sobral S. Javed Soon Ki Jung E. Zahzah 39 330 0 04 Nov 2015
Clustering Noisy Signals with Structured Sparsity Using Time-Frequency Representation Tom Hope A. Wagner O. Zuk AI4TS 13 1 0 18 Oct 2015
Bayesian inference for spatio-temporal spike-and-slab priors Michael Riis Andersen Aki Vehtari Ole Winther Lars Kai Hansen 34 33 0 15 Sep 2015
Parametric Maxflows for Structured Sparse Learning with Convex Relaxations of Submodular Functions Yoshinobu Kawahara Y. Yamaguchi 14 0 0 14 Sep 2015
Structured Sparsity: Discrete and Convex approaches Anastasios Kyrillidis Luca Baldassarre Marwa El Halabi Quoc Tran-Dinh V. Cevher 24 27 0 20 Jul 2015
Spectral Collaborative Representation based Classification for Hand Gestures recognition on Electromyography Signals Ali Boyali 20 54 0 26 Jun 2015
Learning the Structure for Structured Sparsity N. Shervashidze Francis R. Bach CML 34 22 0 10 Mar 2015
Structure Regularization for Structured Prediction: Theories and Experiments Xu Sun OffRL 19 62 0 23 Nov 2014
SIRF: Simultaneous Image Registration and Fusion in A Unified Framework Cheng Chen Yeqing Li Wen Liu Junzhou Huang 26 4 0 18 Nov 2014
Fast Iteratively Reweighted Least Squares Algorithms for Analysis-Based Sparsity Reconstruction Chen Chen Junzhou Huang Lei He Hongsheng Li 19 7 0 18 Nov 2014
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 47 488 0 12 Nov 2014
Bayesian group latent factor analysis with structured sparsity Shiwen Zhao Chuan Gao S. Mukherjee Barbara E. Engelhardt CML 25 4 0 11 Nov 2014
A totally unimodular view of structured sparsity Marwa El Halabi V. Cevher 40 30 0 07 Nov 2014
Partition-wise Linear Models H. Oiwa R. Fujimaki 28 21 0 31 Oct 2014
Generalized Conditional Gradient for Sparse Estimation Yaoliang Yu Xinhua Zhang Dale Schuurmans 42 78 0 17 Oct 2014
Randomized Structural Sparsity via Constrained Block Subsampling for Improved Sensitivity of Discriminative Voxel Identification Yilun Wang Junjie Zheng Sheng Zhang Xujun Duan Huafu Chen OOD 40 17 0 17 Oct 2014
Matrix Completion on Graphs Vassilis Kalofolias Xavier Bresson M. Bronstein P. Vandergheynst 41 171 0 07 Aug 2014
Hyperspectral Imaging and Analysis for Sparse Reconstruction and Recognition Zohaib Khan 39 2 0 29 Jul 2014
Nuclear Norm based Matrix Regression with Applications to Face Recognition with Occlusion and Illumination Changes Jian Yang J. Qian Lei Luo Fanlong Zhang Yong Xu CVBM 32 334 0 06 May 2014
Hybrid Conditional Gradient - Smoothing Algorithms with Applications to Sparse and Low Rank Regularization Andreas Argyriou Marco Signoretto Johan A. K. Suykens 45 22 0 14 Apr 2014
Group-sparse Matrix Recovery Xiangrong Zeng Mário A. T. Figueiredo 38 3 0 20 Feb 2014
Compressive Measurement Designs for Estimating Structured Signals in Structured Clutter: A Bayesian Experimental Design Approach Swayambhoo Jain Akshay Soni Jarvis Haupt 39 14 0 21 Nov 2013
Pattern-Coupled Sparse Bayesian Learning for Recovery of Block-Sparse Signals Jun Fang Yanning Shen Hongbin Li Pu Wang CML 45 212 0 09 Nov 2013
Solving OSCAR regularization problems by proximal splitting algorithms Xiangrong Zeng Mário A. T. Figueiredo 47 6 0 24 Sep 2013
On the Fundamental Limits of Recovering Tree Sparse Vectors from Noisy Linear Measurements Akshay Soni Jarvis Haupt 56 22 0 18 Jun 2013
Multi-dimensional sparse structured signal approximation using split Bregman iterations Yoann Isaac Quentin Barthélemy Jamal Atif Cédric Gouy-Pailler Michèle Sebag 43 3 0 21 Mar 2013
Group-Sparse Model Selection: Hardness and Relaxations Luca Baldassarre Nirav Bhan V. Cevher Anastasios Kyrillidis Siddhartha Satpathi 48 35 0 13 Mar 2013
A Method for Finding Structured Sparse Solutions to Non-negative Least Squares Problems with Applications E. Esser Y. Lou Jack Xin 59 140 0 03 Jan 2013
Forest Sparsity for Multi-channel Compressive Sensing Cheng Chen Yeqing Li Junzhou Huang 27 25 0 20 Nov 2012
Efficient network-guided multi-locus association mapping with graph cuts Chloé-Agathe Azencott D. Grimm M. Sugiyama Yoshinobu Kawahara Karsten M. Borgwardt 35 56 0 10 Nov 2012
Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations Krishnakumar Balasubramanian Kai Yu Guy Lebanon 72 34 0 03 Oct 2012
Recovering Block-structured Activations Using Compressive Measurements Sivaraman Balakrishnan Mladen Kolar Alessandro Rinaldo Aarti Singh 48 22 0 15 Sep 2012
Signal Recovery in Unions of Subspaces with Applications to Compressive Imaging Nikhil S. Rao Benjamin Recht Robert D. Nowak 42 19 0 14 Sep 2012
Finite sample posterior concentration in high-dimensional regression Nate Strawn Artin Armagan Rayan Saab Lawrence Carin David B. Dunson 53 5 0 20 Jul 2012
MahNMF: Manhattan Non-negative Matrix Factorization Naiyang Guan Dacheng Tao Zhigang Luo John Shawe-Taylor 43 159 0 14 Jul 2012
Grouping Strategies and Thresholding for High Dimensional Linear Models Mathilde Mougeot D. Picard K. Tribouley 71 5 0 09 Jul 2012
Sparse Trace Norm Regularization Jianhui Chen Jieping Ye 47 14 0 02 Jun 2012
Compressed Sensing for Energy-Efficient Wireless Telemonitoring of Noninvasive Fetal ECG via Block Sparse Bayesian Learning Zhilin Zhang T. Jung S. Makeig Bhaskar D. Rao 56 315 0 07 May 2012
Convex Relaxation for Combinatorial Penalties G. Obozinski Francis R. Bach 59 62 0 06 May 2012
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows Julien Mairal Bin Yu 53 44 0 20 Apr 2012
Fast approximations to structured sparse coding and applications to object classification Arthur Szlam Karol Gregor Yann LeCun 42 38 0 28 Feb 2012