Regularization
Category: Andere
Wurde aktualisiert: 13 Nov 2019
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Created by李纪
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稀疏表示， 特征选择（feature selection）机制。
Regression Shrinkage and Selection via the Lasso
Robert Tibshirani
1996作为约束的范数惩罚
Improving neural networks by preventing co-adaptation of feature detectors.
Hinton, G. E
2012作为约束的范数惩罚
Rank, trace-norm and max-norm.
Srebro, N.
2005数据集增强 (将噪声注入权重)
An analysis of noise in recurrent neural networks: convergence and generalization.
Jim, K.-C., Giles, C. L., and Horne, B. G.
1996数据集增强 (将噪声注入权重)
Practical variational inference for neural networks.
Graves, A.
2011半监督学习
Semi-Supervised Learning.
Chapelle, O., Schölkopf, B., and Zien, A.
2006数据集增强 (注入噪声)
Turing computability with neural nets.
Siegelmann, H. and Sontag, E.
1991数据集增强 (注入噪声)
Deep networks for robust visual recognition.
Tang, Y. and Eliasmith, C.
2010数据集增强 (注入噪声)
Extracting and composingrobust features with denoising autoencoders.
Vincent, P., Larochelle, H., Bengio, Y., and Manzagol, P.-A.
2008数据集增强 (注入噪声)
Analyzing noise in autoencoders and deep networks.
Poole, B., Sohl-Dickstein, J., and Ganguli, S.
2014数据集增强 (注入噪声)
Regularization and complexity control in feed-forward networks
Bishop, C. M.
1995数据集增强 (注入噪声)
Training with noise is equivalent to Tikhonov regularization.
Bishop, C. M.
1995多任务学习
Multitask connectionist learning.
Caruana, R.
(1993).多任务学习
Learning internal representations
Baxter, J.
(1995).参数绑定和参数共享
Principled hybrids of generative and discriminative models.
Lasserre, J. A., Bishop, C. M., and Minka, T. P.
(2006).Bagging 等集成方法
Bagging predictors.
Breiman, L.
(1994).Dropout
Dropout: A simple way to prevent neural networks from overfitting.
Srivastava, N., Hinton, G., Krizhevsky, A., Sutskever, I., and Salakhutdinov, R
2014生成对抗网络
Explaining and harnessing adversarial examples
Goodfellow, I. J., Shlens, J., and Szegedy, C.
(2014b).对抗网络（半监督学习方法）
Distributional smoothing with virtual adversarial training
Miyato, T., Maeda, S., Koyama, M., Nakae, K., and Ishii, S. (2015).针对推导迁移学习的正则化
使用论文里提出的 L2-SP 代替 L2 惩罚
A baseline regularization scheme for transfer learning with convolutional neural networks
Xuhong Li, Yves Grandvalet, Franck Davoine
2019.9Perioden
半监督学习的 time span提前终止（Early Stopping）这个方法一直在用
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