Robert Mansel Gower
Robert Mansel Gower
Assistant Professor @ Télécom Paris
Verifierad e-postadress på telecom-paristech.fr - Startsida
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Randomized iterative methods for linear systems
RM Gower, P Richtárik
SIAM Journal on Matrix Analysis and Applications 36 (4), 1660-1690, 2015
1542015
Stochastic block BFGS: Squeezing more curvature out of data
R Gower, D Goldfarb, P Richtárik
International Conference on Machine Learning, 1869-1878, 2016
1042016
SGD: General analysis and improved rates
RM Gower, N Loizou, X Qian, A Sailanbayev, E Shulgin, P Richtárik
arXiv preprint arXiv:1901.09401, 2019
672019
Stochastic dual ascent for solving linear systems
RM Gower, P Richtárik
arXiv preprint arXiv:1512.06890, 2015
512015
Stochastic quasi-gradient methods: Variance reduction via Jacobian sketching
RM Gower, P Richtárik, F Bach
Springer Science and Business Media LLC, 2020
502020
Randomized quasi-Newton updates are linearly convergent matrix inversion algorithms
RM Gower, P Richtárik
SIAM Journal on Matrix Analysis and Applications 38 (4), 1380-1409, 2017
482017
Accelerated stochastic matrix inversion: general theory and speeding up BFGS rules for faster second-order optimization
R Gower, F Hanzely, P Richtárik, SU Stich
Advances in Neural Information Processing Systems, 1619-1629, 2018
262018
A new framework for the computation of Hessians
RM Gower, MP Mello
Optimization Methods and Software 27 (2), 251-273, 2012
182012
Tracking the gradients using the Hessian: A new look at variance reducing stochastic methods
R Gower, N Le Roux, F Bach
International Conference on Artificial Intelligence and Statistics, 707-715, 2018
172018
Optimal mini-batch and step sizes for SAGA
N Gazagnadou, RM Gower, J Salmon
arXiv preprint arXiv:1902.00071, 2019
152019
Linearly convergent randomized iterative methods for computing the pseudoinverse
RM Gower, P Richtárik
arXiv preprint arXiv:1612.06255, 2016
132016
RSN: Randomized subspace newton
R Gower, D Koralev, F Lieder, P Richtárik
Advances in Neural Information Processing Systems, 616-625, 2019
112019
Greedy stochastic algorithms for entropy-regularized optimal transport problems
BK Abid, RM Gower
arXiv preprint arXiv:1803.01347, 2018
102018
Action constrained quasi-Newton methods
RM Gower, J Gondzio
arXiv preprint arXiv:1412.8045, 2014
102014
Higher-order Reverse Automatic Differentiation with emphasis on the third-order.
R Gower, AL Gower
92013
Sketch and project: randomized iterative methods for linear systems and inverting matrices
RM Gower
arXiv preprint arXiv:1612.06013, 2016
72016
Hessian matrices via automatic differentiation
RM Gower, MP Mello
Universidade Estadual de Campinas, Instituto de Matemática, Estatística e …, 2010
72010
Computing the sparsity pattern of Hessians using automatic differentiation
RM Gower, MP Mello
ACM Transactions on Mathematical Software (TOMS) 40 (2), 1-15, 2014
62014
Adaptive Sketch-and-Project Methods for Solving Linear Systems
R Gower, D Molitor, J Moorman, D Needell
arXiv preprint arXiv:1909.03604, 2019
42019
Towards closing the gap between the theory and practice of SVRG
O Sebbouh, N Gazagnadou, S Jelassi, F Bach, R Gower
Advances in Neural Information Processing Systems, 648-658, 2019
42019
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Artiklar 1–20