## Large Scale Online Learning

Abstract: We consider situations where training data is abundant and computing resources are comparatively scarce. We argue that suitably designed online learning algorithms asymptotically outperform any batch learning algorithm. Both theoretical and experimental evidences are presented.

Léon Bottou and Yann LeCun: Large Scale Online Learning, Advances in Neural Information Processing Systems 16 (NIPS 2003), Edited by Sebastian Thrun, Lawrence Saul and Bernhard Schölkopf, MIT Press, Cambridge, MA, 2004.
@incollection{bottou-lecun-2004,
author = {Bottou, L\'{e}on and {LeCun}, Yann},
title = {Large Scale Online Learning},
booktitle = {Advances in Neural Information Processing Systems 16 (NIPS 2003)},
editor = {Thrun, Sebastian and Saul, Lawrence and Bernhard {Sch\"{o}lkopf}},
publisher = {MIT Press},
}