ベイズ最適化によるハイパーパラメータ探索についてざっくりと解説しました。
今回紹介する内容の元となった論文
Bergstra, James, et al. "Algorithms for hyper-parameter optimization." 25th annual conference on neural information processing systems (NIPS 2011). Vol. 24. Neural Information Processing Systems Foundation, 2011.
https://hal.inria.fr/hal-00642998/
ベイズ最適化によるハイパーパラメータ探索についてざっくりと解説しました。
今回紹介する内容の元となった論文
Bergstra, James, et al. "Algorithms for hyper-parameter optimization." 25th annual conference on neural information processing systems (NIPS 2011). Vol. 24. Neural Information Processing Systems Foundation, 2011.
https://hal.inria.fr/hal-00642998/
37. 参考資料(1)
• 日本語入力を支える技術 by tkngさん
– h8ps://www.amazon.co.jp/dp/4774149934
• GramさんのNLPチュートリアル
– h8p://www.phontron.com/teaching.php
• [Huang2012]Liang Huang, Suphan Fayong, and Yang Guo. 2012. Structured perceptron with
inexact search. In Proceedings of the 2012 Conference of the North American Chapter of the
Associa8on for Computa8onal Linguis8cs: Human Language Technologies (NAACL HLT '12).
Associa;on for Computa;onal Linguis;cs, Stroudsburg, PA, USA, 142-151.
• [Zhao2013]K. Zhao and L. Huang. Minibatch and paralleliza;on for online large margin
structured learn- ing. In NAACL, pages 370–379, 2013.
• [Collins 2002]Michael Collins. 2002. Discrimina;ve training methods for hidden Markov
models: theory and experiments with perceptron algorithms. In Proceedings of the ACL-02
conference on Empirical methods in natural language processing - Volume 10 (EMNLP '02),
Vol. 10. Associa;on for Computa;onal Linguis;cs, Stroudsburg, PA, USA, 1-8.
• [Taskar2005]Ben Taskar, Simon Lacoste-Julien, and Dan Klein. 2005. A discrimina;ve
matching approach to word alignment. In Proceedings of the conference on Human Language
Technology and Empirical Methods in Natural Language Processing (HLT '05). Associa;on for
Computa;onal Linguis;cs, Stroudsburg, PA, USA, 73-80.