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@incollection{Bottou98on-linelearning,
    author = {Léon Bottou},
    title = {On-line learning and stochastic approximations},
    booktitle = {In On-line Learning in Neural Networks},
    year = {1998},
    pages = {9--42},
    publisher = {Cambridge University Press}
}

@incollection{StochasticApproximationAndEfficientLearning,
    author = {Léon Bottou et Noburu Murata},
    title = {Stochastic Approximations and Efficient Learning},
    booktitle = {The Handbook of Brain Theory and Neural Networks, Second edition,},
    editor = {Arbib, M. A.},
    publisher = {The MIT Press},
    address = {Cambridge, MA},
    year = {2002},
    url = {http://leon.bottou.org/papers/bottou-murata-2002}
}

@inproceedings{bottou-91c,
    author = {Léon Bottou},
    title = {Stochastic Gradient Learning in Neural Networks},
    booktitle = {Proceedings of Neuro-N\^imes 91},
    year = {1991},
    address = {Nimes, France},
    publisher = {EC2},
    url = {http://leon.bottou.org/papers/bottou-91c},
}

@incollection{Bottou_stochasticgradient_tricks,
    author = {Léon Bottou},
    title = {Stochastic Gradient Descent Tricks},
    booktitle = {Montavon, G., Orr, G.B., Müller, KR. (eds) Neural Networks: Tricks of the Trade. Lecture Notes in Computer Science, vol 7700},
    year = {2012},
    pages = {421-–436},
    publisher = {Springer}
}

@article{bottou-lecun-2004a,
  author = {Bottou, L\'{e}on and {LeCun}, Yann},
  title = {On-line Learning for Very Large Datasets},
  journal = {Applied Stochastic Models in Business and Industry},
  year = {2005},
  volume = {21},
  number = {2},
  pages = {137-151},
  url = {http://leon.bottou.org/papers/bottou-lecun-2004a},
}

@incollection{bottou-lecun-2004,
  author = {Léon and et Yann Lecun},
  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},
  address = {Cambridge, MA},
  year = {2004},
  url = {http://leon.bottou.org/papers/bottou-lecun-2004},
}

@inproceedings{bottou-2010,
    author = {Léon Bottou},
    title = {Large-Scale Machine Learning with Stochastic Gradient Descent},
    year = {2010},
    booktitle = {Proceedings of the 19th International Conference on Computational Statistics (COMPSTAT'2010)},
    editor = {Lechevallier, Yves and Saporta, Gilbert},
    address = {Paris, France},
    month = {August},
    publisher = {Springer},
    pages = {177--187},
    url = {http://leon.bottou.org/papers/bottou-2010},
}

@phdthesis{bottou-91a,
  title = {Une Approche th\'eorique de l'Apprentissage Connexionniste: Applications \`a la Reconnaissance de la Parole},
  author = {Léon Bottou},
  year = {1991},
  school = {Universit\'{e} de Paris XI},
  address = {Orsay, France},
  url = {http://leon.bottou.org/papers/bottou-91a},
}

@incollection{bottou-mlss-2004,
  author = {Léon Bottou},
  title = {Stochastic Learning},
  booktitle = {Advanced Lectures on Machine Learning},
  pages = {146-168},
  publisher = {Springer Verlag},
  year = {2004},
  editor = {Bousquet, Olivier and von Luxburg, Ulrike},
  series = {Lecture Notes in Artificial Intelligence, LNAI~3176},
  address = {Berlin},
  url = {http://leon.bottou.org/papers/bottou-mlss-2004},
}