Learning from time-dependent streaming data with online stochastic algorithms

25 May 2022

Papers citing "Learning from time-dependent streaming data with online stochastic algorithms"

14 / 14 papers shown

Title
Finite-time High-probability Bounds for Polyak-Ruppert Averaged Iterates of Linear Stochastic Approximation Alain Durmus Eric Moulines A. Naumov S. Samsonov 89 25 0 10 Jul 2022
Stochastic Online Convex Optimization. Application to probabilistic time series forecasting Olivier Wintenberger AI4TS 65 6 0 01 Feb 2021
On the asymptotic rate of convergence of Stochastic Newton algorithms and their Weighted Averaged versions Claire Boyer Antoine Godichon-Baggioni 44 19 0 19 Nov 2020
Linearly Converging Error Compensated SGD Eduard A. Gorbunov D. Kovalev Dmitry Makarenko Peter Richtárik 202 79 0 23 Oct 2020
Better Theory for SGD in the Nonconvex World Ahmed Khaled Peter Richtárik 74 183 0 09 Feb 2020
Introduction to Online Convex Optimization Elad Hazan OffRL 172 1,929 0 07 Sep 2019
Non-asymptotic Analysis of Biased Stochastic Approximation Scheme Belhal Karimi B. Miasojedow Eric Moulines Hoi-To Wai 63 91 0 02 Feb 2019
New Convergence Aspects of Stochastic Gradient Algorithms Lam M. Nguyen Phuong Ha Nguyen Peter Richtárik K. Scheinberg Martin Takáč Marten van Dijk 108 66 0 10 Nov 2018
A Stochastic Quasi-Newton Method for Large-Scale Optimization R. Byrd Samantha Hansen J. Nocedal Y. Singer ODL 108 471 0 27 Jan 2014
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n) Francis R. Bach Eric Moulines 89 405 0 10 Jun 2013
Online Learning for Time Series Prediction Oren Anava Elad Hazan Shie Mannor Ohad Shamir AI4TS 62 148 0 27 Feb 2013
ADADELTA: An Adaptive Learning Rate Method Matthew D. Zeiler ODL 152 6,624 0 22 Dec 2012
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization Mark Schmidt Nicolas Le Roux Francis R. Bach 205 582 0 12 Sep 2011
A fast and recursive algorithm for clustering large datasets with $k$ -medians H. Cardot P. Cénac J. Monnez 87 64 0 21 Jan 2011