references.bib

@inproceedings{Pham2016,
  title={Deepcare: A deep dynamic memory model for predictive medicine},
  author={Pham, Trang and Tran, Truyen and Phung, Dinh and Venkatesh, Svetha},
  booktitle={Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  pages={30--41},
  year={2016},
  organization={Springer}
}

@article{Lin2013,
  title={Network in network},
  author={Lin, Min and Chen, Qiang and Yan, Shuicheng},
  journal={arXiv preprint arXiv:1312.4400},
  year={2013}
}

@article{He2015,
  author    = {Kaiming He and
               Xiangyu Zhang and
               Shaoqing Ren and
               Jian Sun},
  title     = {Deep Residual Learning for Image Recognition},
  journal   = {CoRR},
  volume    = {abs/1512.03385},
  year      = {2015},
  url       = {http://arxiv.org/abs/1512.03385},
  archivePrefix = {arXiv},
  eprint    = {1512.03385},
  timestamp = {Wed, 07 Jun 2017 14:41:17 +0200},
  biburl    = {http://dblp.org/rec/bib/journals/corr/HeZRS15},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}


@article{Simonyan2015,
  title={Very deep convolutional networks for large-scale image recognition},
  author={Simonyan, Karen and Zisserman, Andrew},
  journal={arXiv preprint arXiv:1409.1556},
  year={2014}
}

@inproceedings{Krizhevsky2012,
  title={Imagenet classification with deep convolutional neural networks},
  author={Krizhevsky, Alex and Sutskever, Ilya and Hinton, Geoffrey E},
  booktitle={Advances in neural information processing systems},
  pages={1097--1105},
  year={2012}
}

@article{Dwork2015,
  title={The reusable holdout: Preserving validity in adaptive data analysis},
  author={Dwork, Cynthia and Feldman, Vitaly and Hardt, Moritz and Pitassi, Toniann and Reingold, Omer and Roth, Aaron},
  journal={Science},
  volume={349},
  number={6248},
  pages={636--638},
  year={2015},
  publisher={American Association for the Advancement of Science}
}

@article{Lipton2016a,
  title={Learning to diagnose with LSTM recurrent neural networks},
  author={Lipton, Zachary C and Kale, David C and Elkan, Charles and Wetzell, Randall},
  journal={arXiv preprint arXiv:1511.03677},
  year={2015}
}

@article{Rothman2013,
  title={Development and validation of a continuous measure of patient condition using the electronic medical record},
  author={Rothman, Michael J and Rothman, Steven I and Beals, Joseph},
  journal={Journal of biomedical informatics},
  volume={46},
  number={5},
  pages={837--848},
  year={2013},
  publisher={Elsevier}
}

@article{Che2016,
  title={Recurrent neural networks for multivariate time series with missing values},
  author={Che, Zhengping and Purushotham, Sanjay and Cho, Kyunghyun and Sontag, David and Liu, Yan},
  journal={arXiv preprint arXiv:1606.01865},
  year={2016}
}

@inproceedings{Choi2016,
  title={Doctor ai: Predicting clinical events via recurrent neural networks},
  author={Choi, Edward and Bahadori, Mohammad Taha and Schuetz, Andy and Stewart, Walter F and Sun, Jimeng},
  booktitle={Machine Learning for Healthcare Conference},
  pages={301--318},
  year={2016}
}

@article{Miotto2016,
  title={Deep patient: An unsupervised representation to predict the future of patients from the electronic health records},
  author={Miotto, Riccardo and Li, Li and Kidd, Brian A and Dudley, Joel T},
  journal={Scientific reports},
  volume={6},
  pages={26094},
  year={2016},
  publisher={Nature Publishing Group}
}

@article{Nguyen2016,
  title={Deepr: A Convolutional Net for Medical Records},
  author={Nguyen, Phuoc and Tran, Truyen and Wickramasinghe, Nilmini and Venkatesh, Svetha},
  journal={arXiv preprint arXiv:1607.07519},
  year={2016}
}

@inproceedings{Lipton2016,
  title={Directly modeling missing data in sequences with RNNs: Improved classification of clinical time series},
  author={Lipton, Zachary C and Kale, David and Wetzel, Randall},
  booktitle={Machine Learning for Healthcare Conference},
  pages={253--270},
  year={2016}
}

@article{Suresh2017,
  title={Clinical Intervention Prediction and Understanding using Deep Networks},
  author={Suresh, Harini and Hunt, Nathan and Johnson, Alistair and Celi, Leo Anthony and Szolovits, Peter and Ghassemi, Marzyeh},
  journal={arXiv preprint arXiv:1705.08498},
  year={2017}
}