The Bridge - Issue 2, 2018 - 17

Determining Optimum Drop-out Rate for Neural Networks

BIBLIOGRAPHY
Baldi, Pierre, and Peter J. Sadowski. "Understanding dropout." Advances in
Neural Information Processing Systems. 2013.
Bianchini, Monica, and Franco Scarselli. "On the complexity of
neural network classifiers: A comparison between shallow and deep
architectures." IEEE transactions on neural networks and learning systems
25.8 (2014): 1553-1565.
Breiman, Leo. "Bagging predictors." Machine learning 24.2 (1996): 123140.
Boddy, Nicholas. Object Classification using Deep Convolutional Neural
Networks. Midwest Instructional Computing Symposium (MICS) 2017
Breiman, Leo (1996). "Bagging predictors". Machine Learning. 24 (2):
123-140. doi:10.1007/BF00058655.
Hersbach, Hans. "Decomposition of the continuous ranked probability
score for ensemble prediction systems." Weather and Forecasting 15.5
(2000): 559-570. http://journals.ametsoc.org. 2000.
Hinton, G.E., Krizhevsky, A., Srivastava, N., Sutskever, I., & Salakhutdinov,
R. (2014). "Dropout: a simple way to prevent neural networks from
overfitting." Journal of Machine Learning Research, 15, 1929-1958.
Krizhevsky, Alex, Ilya Sutskever, and Geoffrey E. Hinton. "Imagenet
classification with deep convolutional neural networks." Advances in Neural
Information Processing Systems. 2012.
Lichman, M. (2013). UCI Machine Learning Repository [http://archive.ics.
uci.edu/ml]. Irvine, CA: University of California, School of Information and
Computer Science.
Mangasarian, O. L. and W. H. Wolberg: "Cancer diagnosis via linear
programming", SIAM News, 23.5, (1990): 1-18.
Ronald, Edmund, and Marc Schoenauer. "Genetic Lander: An experiment
in accurate neuro-genetic control." International Conference on Parallel
Problem Solving from Nature. Springer, Berlin, Heidelberg, (1994).
Srivastava, Nitish, et al. "Dropout: a simple way to prevent neural networks
from overfitting." Journal of machine learning research 15.1 (2014):
1929-1958.
Yeh, I-Cheng, and Che-hui Lien. "The comparisons of data mining
techniques for the predictive accuracy of probability of default of credit
card clients." Expert Systems with Applications 36.2 (2009): 2473-2480.
Zhang, Chiyuan, et al. "Understanding deep learning requires rethinking
generalization." arXiv preprint arXiv:1611.03530(2016).

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http://journals.ametsoc.org http://archive.ics.uci.edu/ml http://archive.ics.uci.edu/ml http://www.HKN.ORG

Table of Contents for the Digital Edition of The Bridge - Issue 2, 2018

Contents
The Bridge - Issue 2, 2018 - Cover1
The Bridge - Issue 2, 2018 - Cover2
The Bridge - Issue 2, 2018 - Contents
The Bridge - Issue 2, 2018 - 4
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