Add description of algorithm detail

[suma]

Recover method.rst which removed e76c51fab058464f7755cf2ca897a22da1d3a833 and add more method's algorithm description.

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• PA(PA, PA1, PA2): Passive Aggressive
  • Koby Crammer, Ofer Dekel, Shai Shalev-Shwartz and Yoram Singer, Online Passive-Aggressive Al- gorithms, Proceedings of the Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), 2003.
  • Koby Crammer, Ofer Dekel, Joseph Keshet, Shai Shalev-Shwartz, Yoram Singer, Online Passive- Aggressive Algorithms. Journal of Machine Learning Research, 2006.
  • Koby Crammer and Yoram Singer. Ultraconservative online algorithms for multiclass problems. Journal of Machine Learning Research, 2003.
• CW: Confidence Weighted Learning
  • MarkDredze,KobyCrammerandFernandoPereira,Confidence-WeightedLinearClassification,Proceed- ings of the 25th International Conference on Machine Learning (ICML), 2008
  • Koby Crammer, Mark Dredze and Fernando Pereira, Exact Convex Confidence-Weighted Learning, Pro- ceedings of the Twenty Second Annual Conference on Neural Information Processing Systems (NIPS), 2008
  • KobyCrammer,MarkDredzeandAlexKulesza,Multi-ClassConfidenceWeightedAlgorithms,Empirical Methods in Natural Language Processing (EMNLP), 2009
• AROW: Adaptive Regularization of Weight vectors
  • Koby Crammer, Alex Kulesza and Mark Dredze, Adaptive Regularization Of Weight Vectors, Advances in Neural Information Processing Systems, 2009
• NHERD: Normal Herd
  • Koby Crammer and Daniel D. Lee, Learning via Gaussian Herding, Neural Information Processing Systems (NIPS), 2010.

[kmaehashi]

I'll fix this.

[kmaehashi]

• Translation to English is still needed.
• Add more method's algorithm description (like minhash).

[stale[bot]]

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

[rimms]

• Bandit: https://qiita.com/TkrUdagawa/items/530efb856449fc6b7907

[stale[bot]]

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

[stale[bot]]

Closing this issue after a prolonged period of inactivity. Please feel free to create a new issue or re-open it if you need.