The Tradeoffs of Large Scale Learning

Léon Bottou and Olivier Bousquet: The Tradeoffs of Large Scale Learning, Optimization for Machine Learning, 351-368, Edited by Suvrit Sra, Sebastian Nowozin and Stephen J. Wright, MIT Press, 2011.

mloptbook-2011.djvu mloptbook-2011.pdf mloptbook-2011.ps.gz 

@incollection{bottou-bousquet-2011,
  author = {Bottou, L\'{e}on and Bousquet, Olivier},
  title = {The Tradeoffs of Large Scale Learning},
  booktitle = {Optimization for Machine Learning},
  editor = {Sra, Suvrit and Nowozin, Sebastian and Wright, Stephen J.},
  pages = {351-368},
  publisher = {MIT Press},
  year = {2011},
  url = {http://leon.bottou.org/papers/bottou-bousquet-2011},
}

Notes

Expanded version of the original NIPS paper reporting experimental results.