Research graph
References from Non-convex Optimization for Machine Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Fast global convergenceof gradient methods for high-dimensional statistical recovery
10.1214/12-aos1032 · 2012 · External reference
Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization
10.1137/140979861 · 2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Tensor Decompositions for Learning Latent Variable Models
2014 · External reference
Convergence of an Alternating Maximization Procedure
2016 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2016 · External reference
Statistical Guarantees for the EM Algorithm: From Population to Sample-based Analysis
10.1214/16-aos1435 · 2017 · External reference
A Simple Proof of the Restricted Isometry Property for Random Matrices
10.1007/s00365-007-9003-x · 2008 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2014 · External reference
Sampling and Reconstructing Signals From a Union of Linear Subspaces
10.1109/tit.2011.2146550 · 2011 · External reference
Explicit constructions of RIP matrices and related problems
10.1215/00127094-1384809 · 2011 · External reference
10.1017/cbo9780511804441
10.1017/cbo9780511804441 · 2004 · External reference
Unresolved reference
2017 · External reference
10.1561/2200000050 · 2015 · Admitted local publication
A Singular Value Thresholding Algorithm for Matrix Completion
10.1137/080738970 · 2010 · External reference
Decoding by Linear Programming
10.1109/tit.2005.858979 · 2005 · External reference
The Restricted Isometry Property and Its Implications for Compressed Sensing
10.1016/j.crma.2008.03.014 · 2008 · External reference
Solving Quadratic Equations via PhaseLift When There Are About as Many Equations as Unknowns
10.1007/s10208-013-9162-z · 2014 · External reference
Exact Matrix Completion via Convex Optimization
10.1007/s10208-009-9045-5 · 2009 · External reference
The power of convex relaxation: Near- optimal matrix completion
10.1109/tit.2010.2044061 · 2009 · External reference
Stable Signal Recovery from Incomplete and Inaccurate Measurements
10.1002/cpa.20124 · 2006 · External reference
Phase Retrieval via Wirtinger Flow: Theory and Algorithms.
10.1109/tit.2015.2399924 · 2015 · External reference
Unresolved reference
2017 · External reference
Exact Reconstruction of Sparse Signals via Nonconvex Minimization
2007 · External reference
Matrix Completion via an Alternating Direction Method.
10.1093/imanum/drq039 · 2012 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2013 · External reference
Matrix Completion with Column Manipulation: Near-Optimal Sample-RobustnessRank Tradeoffs
10.1109/tit.2015.2499247 · 2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
Compressed Sensing and Best k-term Approximation
10.1090/s0894-0347-08-00610-3 · 2009 · External reference
Unresolved reference
2008 · External reference
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization
2014 · External reference
Maximum Likelihood from Incomplete Data via the EM Algorithm
10.1111/j.2517-6161.1977.tb01600.x · 1977 · External reference
Compressed Sensing
10.1109/tit.2006.871582 · 2006 · External reference
Message Passing Algorithms for Compressed Sensing: I. Motivation and Construction
10.1073/pnas.0909892106 · 2009 · External reference
Unresolved reference
2008 · External reference
LIBLINEAR: A Library for Large Linear Classification
2008 · External reference
Hankel matrix rank minimization with applications in system identification and realization
10.1137/110853996 · 2013 · External reference
Random Sample Consensus: A Paradigm for Model Fitting with Applications to Image Analysis and Automated Cartography
10.1145/358669.358692 · 1981 · External reference
A Note on Guaranteed Sparse Recovery via l1-minimization
10.1016/j.acha.2009.10.004 · 2010 · External reference
Hard Thresholding Pursuit: an Algorithm for Compressive Sensing
10.1137/100806278 · 2011 · External reference
Sparsest solutions of underdetermined linear systems via lq–minimization for 0 < q ≤ 1
10.1016/j.acha.2008.09.001 · 2009 · External reference
Evidence for 2-Chain Helix in Crystalline Structure of Sodium Deoxyribonucleate
10.1038/172156a0 · 1953 · External reference
Molecular Configuration in Sodium Thymonucleate
10.1038/171740a0 · 1953 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2016 · External reference
A Practical Algorithm for the Determination of Phase from Image and Diffraction Plane Pictures
1972 · External reference
Unresolved reference
2017 · External reference
Convergence of Fixed-Point Continuation Algorithms for Matrix Rank Minimization
10.1007/s10208-011-9084-6 · 2011 · External reference
Unresolved reference
1996 · External reference
Sparse and Spurious: Dictionary Learning With Noise and Outliers
10.1109/tit.2015.2472522 · 2015 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2016 · External reference
10.1007/978-3-319-45282-1_11
10.1007/978-3-319-45282-1_11 · 2017 · External reference
10.1002/9780470434697
10.1002/9780470434697 · 2009 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
2017 · External reference
The diameters of octahedra
1975 · External reference
Unresolved reference
2012 · External reference
Matrix Completion from a Few Entries
10.1109/tit.2010.2046205 · 2010 · External reference
Matrix Factorization Techniques for. Recommender Systems
10.1109/mc.2009.263 · 2009 · External reference
Unresolved reference
2016 · External reference
ADMiRA: Atomic Decomposition for Minimum Rank Approximation
10.1109/tit.2010.2054251 · 2010 · External reference
Unresolved reference
2017 · External reference
Least squares quantization in PCM
10.1109/tit.1982.1056489 · 1982 · External reference
A-DNA and B-DNA: Comparing Their Historical X-ray Fiber Diffraction Images
10.1021/ed085p737 · 2008 · External reference
On the Convergence of the Coordinate Descent Method for Convex Differentiable Minimization
10.1007/bf00939948 · 1992 · External reference
Error bounds and convergence analysis of feasible descent methods: A general approach
10.1007/bf02096261 · 1993 · External reference
10.1002/0470010940
10.1002/0470010940 · 2006 · External reference
Unresolved reference
1978 · External reference
Unresolved reference
2008 · External reference
Sparse approximate solutions to linear systems
10.1137/s0097539792240406 · 1995 · External reference
CoSaMP: Iterative Signal Recovery from Incomplete and Inaccurate Samples
10.1016/j.acha.2008.07.002 · 2008 · External reference
A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers
10.1214/12-sts400 · 2012 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2003 · External reference
Efficiency of Coordinate Descent Methods on Huge-Scale Optimization Problems
10.1137/100802001 · 2012 · External reference
Cubic regularization of Newton method and its global performance
10.1007/s10107-006-0706-8 · 2006 · External reference
Unresolved reference
2013 · External reference
10.1109/tit.2012.2232347
10.1109/tit.2012.2232347 · 2013 · External reference
Robust Lasso With Missing and Grossly Corrupted Observations
10.1109/tit.2012.2232347 · 2013 · External reference
Unresolved reference
2015 · External reference
Restricted Eigenvalue Properties for Correlated Gaussian Designs
2010 · External reference
A Simpler Approach to Matrix Completion
2011 · External reference
Guaranteed Minimum Rank Solutions to Linear Matrix Equations via Nuclear Norm Minimization
10.1137/070697835 · 2010 · External reference
Unresolved reference
2016 · External reference
Least Median of Squares Regression
10.1080/01621459.1984.10477105 · 1984 · External reference
10.1002/0471725382
10.1002/0471725382 · 1987 · External reference
On the Non-asymptotic Convergence of Cyclic Coordinate Descent Methods
10.1137/110840054 · 2013 · External reference
Unresolved reference
2016 · External reference
Stochastic Dual Coordinate Ascent Methods for Regularized Loss Minimization
2013 · External reference
Outlier Detection Using Nonconvex Penalized Regression
10.1198/jasa.2011.tm10390 · 2011 · External reference
Unresolved reference
2012 · External reference
10.7551/mitpress/8996.001.0001
10.7551/mitpress/8996.001.0001 · 2011 · External reference
Robust time series analysis: A survey
1987 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2011 · External reference
User-Friendly Tail Bounds for Sums of Random Matrices
10.1007/s10208-011-9099-z · 2012 · External reference
Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit
10.1109/tit.2007.909108 · External reference
On the Performance of Sparse Recovery Via lp-Minimization (0 < p < 1)
10.1109/tit.2011.2159959 · 2011 · External reference
Unresolved reference
2015 · External reference
Microarray Analysis of Gene Expression in the Kidneys of New- and Post-Onset Diabetic NOD Mice
10.2337/diabetes.52.8.2151 · 2003 · External reference
Robust Face Recognition via Sparse Representation
10.1109/tpami.2008.79 · 2009 · External reference
Unresolved reference
1999 · External reference
Unresolved reference
1983 · External reference
Fast l1-Minimization Algorithms for Robust Face Recognition
10.1109/tip.2013.2262292 · 2013 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2014 · External reference
Recent advances in trust region algorithms
10.1007/s10107-015-0893-2 · 2015 · External reference
Adaptive Forward-Backward Greedy Algorithm for Learning Sparse Representations
10.1109/tit.2011.2146690 · 2011 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2008 · External reference
