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@article{DBLP:journals/corr/abs-1207-0580,  author = {Geoffrey E. Hinton and  Nitish Srivastava and  Alex Krizhevsky and  Ilya Sutskever and  Ruslan Salakhutdinov}, @article{hinton_improving_2012,  title = {Improving {{Improving  neural networks by preventing co-adaptation of feature detectors}, detectors}},  url = {http://arxiv.org/abs/1207.0580},  abstract = {When a large feedforward neural network is trained on a small training set, it typically performs poorly on held-out test data. This overfitting is greatly reduced by randomly omitting half of the feature detectors on each training case. This prevents complex co-adaptations in which a feature detector is only helpful in the context of several other specific feature detectors. Instead, each neuron learns to detect a feature that is generally helpful for producing the correct answer given the combinatorially large variety of internal contexts in which it must operate. Random dropout gives big improvements on many benchmark tasks and sets new records for speech and object recognition.},  urldate = {2015-08-30},  journal = {CoRR},  volume {arXiv:1207.0580 [cs]},  author  = {abs/1207.0580}, {Hinton, Geoffrey E. and Srivastava, Nitish and Krizhevsky, Alex and Sutskever, Ilya and Salakhutdinov, Ruslan R.},  month = {jul},  year = {2012}, url note  = {http://arxiv.org/abs/1207.0580},  timestamp {arXiv: 1207.0580},  keywords = {Computer Science - Computer Vision and Pattern Recognition, Computer Science - Learning, Computer Science - Neural and Evolutionary Computing},  file  = {Wed, 10 Oct {arXiv\:1207.0580 PDF:C\:\\Users\\yunfuliu\\AppData\\Roaming\\Zotero\\Zotero\\Profiles\\yx5a4mz5.default\\zotero\\storage\\HUSKCG6X\\Hinton et al. -  2012 21:28:53 +0200},  biburl = {http://dblp.uni-trier.de/rec/bib/journals/corr/abs-1207-0580},  bibsource = {dblp computer science bibliography, http://dblp.org} - Improving neural networks by preventing co-adaptat.pdf:application/pdf;arXiv.org Snapshot:C\:\\Users\\yunfuliu\\AppData\\Roaming\\Zotero\\Zotero\\Profiles\\yx5a4mz5.default\\zotero\\storage\\NSUSV3BI\\Hinton et al. - 2012 - Improving neural networks by preventing co-adaptat.html:text/html},  }