activity
20112023
most citedA Stochastic Gradient Method with an Exponential Convergence Rate for Finite Training Sets

538 citations · 2.3k across the 54 of their papers we have counts for

collaborators
Showing math.NAShow all

2 papers · 1 filter

math.NA2016★ 10 cited

Convergence Rates for Greedy Kaczmarz Algorithms, and Faster Randomized Kaczmarz Rules Using the Orthogonality Graph

Julie Nutini, Behrooz Sepehry, Issam Laradji +3

The Kaczmarz method is an iterative algorithm for solving systems of linear equalities and inequalities, that iteratively projects onto these constraints. Recently, Strohmer and Ve…

math.NA2011★ 254 cited

Hybrid Deterministic-Stochastic Methods for Data Fitting

Michael P. Friedlander, Mark Schmidt

Many structured data-fitting applications require the solution of an optimization problem involving a sum over a potentially large number of measurements. Incremental gradient algo…