training data increases

EMNLP
2007

158views Natural Language Processing» more EMNLP 2007»

Large Language Models in Machine Translation

13 years 6 months ago

This paper reports on the beneﬁts of largescale statistical language modeling in machine translation. A distributed infrastructure is proposed which we use to train on up to 2 t...

Thorsten Brants, Ashok C. Popat, Peng Xu, Franz Jo...

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ICML
2008
IEEE

114views Machine Learning» more ICML 2008»

SVM optimization: inverse dependence on training set size

14 years 5 months ago

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We discuss how the runtime of SVM optimization should decrease as the size of the training data increases. We present theoretical and empirical results demonstrating how a simple ...

Shai Shalev-Shwartz, Nathan Srebro

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