Probing the Pareto frontier for basis pursuit solutions E van den Berg, MP Friedlander SIAM Journal on Scientific Computing 31 (2), 890-912, 2008 | 2364 | 2008 |
SPGL1: A solver for large-scale sparse reconstruction E van den Berg, MP Friedlander https://friedlander.io/spgl1/, 2007 | 642* | 2007 |
Hybrid deterministic-stochastic methods for data fitting MP Friedlander, M Schmidt SIAM Journal on Scientific Computing 34 (3), A1380-A1405, 2012 | 467 | 2012 |
Optimizing costly functions with simple constraints: A limited-memory projected quasi-Newton algorithm M Schmidt, E van den Berg, MP Friedlander, K Murphy Artificial Intelligence and Statistics, 456-463, 2009 | 330 | 2009 |
Sparse optimization with least-squares constraints E van den Berg, MP Friedlander SIAM Journal on Optimization 21 (4), 1201-1229, 2011 | 289 | 2011 |
Coordinate descent converges faster with the gauss-southwell rule than random selection J Nutini, M Schmidt, I Laradji, M Friedlander, H Koepke International Conference on Machine Learning, 1632-1641, 2015 | 270 | 2015 |
Recovering compressively sampled signals using partial support information M Friedlander, H Mansour, R Saab, O Yilmaz Information Theory, IEEE Transactions on 58 (2), 1122-1134, 2010 | 258 | 2010 |
Satisfying real-world goals with dataset constraints G Goh, A Cotter, M Gupta, MP Friedlander Advances in neural information processing systems 29, 2016 | 244 | 2016 |
Theoretical and empirical results for recovery from multiple measurements E van den Berg, MP Friedlander IEEE Transactions on Information Theory 56 (5), 2516-2527, 2010 | 154 | 2010 |
Exact regularization of convex programs MP Friedlander, P Tseng SIAM Journal on Optimization 18 (4), 1326-1350, 2007 | 150 | 2007 |
Fighting the curse of dimensionality: compressive sensing in exploration seismology F Herrmann, MP Friedlander, O Yılmaz IEEE Signal Processing Magazine 29 (3), 88-100, 2011 | 145 | 2011 |
A two-sided relaxation scheme for mathematical programs with equilibrium constraints V DeMiguel, MP Friedlander, FJ Nogales, S Scholtes SIAM Journal on Optimization 16 (2), 587-609, 2005 | 135* | 2005 |
Joint-sparse recovery from multiple measurements E van den Berg, MP Friedlander arXiv preprint arXiv:0904.2051, 2009 | 118 | 2009 |
Group sparsity via linear-time projection E van den Berg, M Schmidt, MP Friedlander, K Murphy Dept. Comput. Sci., Univ. British Columbia, Vancouver, BC, Canada, 2008 | 107 | 2008 |
A primal–dual regularized interior-point method for convex quadratic programs MP Friedlander, D Orban Mathematical Programming Computation 4, 71-107, 2012 | 106 | 2012 |
Computing non-negative tensor factorizations MP Friedlander, K Hatz Optimisation Methods and Software 23 (4), 631-647, 2008 | 103 | 2008 |
Robust inversion, dimensionality reduction, and randomized sampling A Aravkin, MP Friedlander, FJ Herrmann, T Van Leeuwen Mathematical Programming 134, 101-125, 2012 | 93 | 2012 |
Sparco: A testing framework for sparse reconstruction E van den Berg, MP Friedlander, G Hennenfent, F Herrmann, R Saab, ... Dept. Comput. Sci., Univ. British Columbia, Vancouver, Tech. Rep. TR-2007-20 …, 2007 | 89 | 2007 |
New insights into one-norm solvers from the Pareto curve G Hennenfent, E van den Berg, MP Friedlander, FJ Herrmann Geophysics 73 (4), A23-A26, 2008 | 82 | 2008 |
Gauge optimization and duality MP Friedlander, I Macedo, TK Pong SIAM Journal on Optimization 24 (4), 1999-2022, 2014 | 77 | 2014 |