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Doctor AI: Predicting Clinical Events via Recurrent Neural Networks

18 November 2015

Jimeng Sun

Papers citing "Doctor AI: Predicting Clinical Events via Recurrent Neural Networks"

50 / 308 papers shown

Title
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 86 168 0 23 Jul 2018
Deep learning for comprehensive forecasting of Alzheimer's Disease progression Charles K. Fisher Aaron M. Smith J. Morris P. Aisen OOD 77 155 0 10 Jul 2018
Transfer Learning for Clinical Time Series Analysis using Recurrent Neural Networks Priyanka Gupta Pankaj Malhotra Lovekesh Vig Gautam M. Shroff 55 41 0 04 Jul 2018
Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation Lu Wang Wei Zhang Xiaofeng He H. Zha 82 264 0 04 Jul 2018
Leveraging Disease Progression Learning for Medical Image Recognition Qicheng Lao T. Fevens Boyu Wang MedIm 46 1 0 26 Jun 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 521 5,184 0 19 Jun 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 100 154 0 18 Jun 2018
Hardware Trojan Attacks on Neural Networks Joseph Clements Yingjie Lao AAML 78 89 0 14 Jun 2018
Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU Harini Suresh Jen J. Gong John Guttag 95 86 0 07 Jun 2018
Deep Mixed Effect Model using Gaussian Processes: A Personalized and Reliable Prediction for Healthcare Ingyo Chung Saehoon Kim Juho Lee Kwang Joon Kim Sung Ju Hwang Eunho Yang BDL FedML 82 16 0 05 Jun 2018
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records Bum Chul Kwon Min-Je Choi J. Kim Edward Choi Young Bin Kim Soonwook Kwon Jimeng Sun Jaegul Choo 84 252 0 28 May 2018
BRITS: Bidirectional Recurrent Imputation for Time Series Wei Cao Dong Wang Jian Li Hao Zhou Lei Li Yitan Li AI4TS 62 627 0 27 May 2018
Chief complaint classification with recurrent neural networks Scott H. Lee Drew Levin Patrick D. Finley C. Heilig 51 30 0 19 May 2018
Learning Patient Representations from Text Dmitriy Dligach Timothy A. Miller 77 17 0 05 May 2018
Disease-Atlas: Navigating Disease Trajectories with Deep Learning Bryan Lim M. Schaar 63 33 0 27 Mar 2018
A Probabilistic Disease Progression Model for Predicting Future Clinical Outcome Yingying Zhu M. Sabuncu 46 5 0 13 Mar 2018
A Generative Modeling Approach to Limited Channel ECG Classification Deepta Rajan Jayaraman J. Thiagarajan 74 35 0 18 Feb 2018
Explainable Prediction of Medical Codes from Clinical Text J. Mullenbach Sarah Wiegreffe J. Duke Jimeng Sun Jacob Eisenstein FAtt 95 576 0 15 Feb 2018
Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care Patrick Schwab E. Keller C. Muroi David J. Mack C. Strässle W. Karlen 72 23 0 14 Feb 2018
Identify Susceptible Locations in Medical Records via Adversarial Attacks on Deep Predictive Models Mengying Sun Fengyi Tang Jinfeng Yi Fei Wang Jiayu Zhou AAML OOD MedIm 85 63 0 13 Feb 2018
DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction Brandon Ballinger Johnson Hsieh Avesh Singh N. Sohoni Jack Wang ... G. Marcus Jose M. Sanchez Carol Maguire J. Olgin M. Pletcher HAI 92 132 0 07 Feb 2018
An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes Jinmiao Huang C. Osorio Luke Wicent Sy 74 111 0 07 Feb 2018
Dual Memory Neural Computer for Asynchronous Two-view Sequential Learning Hung Le T. Tran Svetha Venkatesh 80 105 0 02 Feb 2018
Deep Learning in Pharmacogenomics: From Gene Regulation to Patient Stratification Alexandr A Kalinin Gerald A. Higgins Narathip Reamaroon S. M. Reza Soroushmehr Ari Allyn-Feuer I. Dinov Kayvan Najarian B. Athey OOD 126 127 0 25 Jan 2018
Scalable and accurate deep learning for electronic health records A. Rajkomar Eyal Oren Kai Chen Andrew M. Dai Nissan Hajaj ... A. Butte M. Howell Claire Cui Greg S. Corrado Jeffrey Dean OOD BDL 203 2,162 0 24 Jan 2018
Abstract: Probabilistic Prognostic Estimates of Survival in Metastatic Cancer Patients Imon Banerjee Michael Gensheimer D. Wood S. Henry D. Chang D. Rubin 30 26 0 09 Jan 2018
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study Najibesadat Sadati Milad Zafar Nezhad Kairan Yang D. Zhu OOD BDL 23 12 0 06 Jan 2018
An innovative solution for breast cancer textual big data analysis Nicolas Thiebaut Antoine Simoulin K. Neuberger Issam Ibnouhsein Nicolas Bousquet N. Reix S. Molière C. Mathelin 56 3 0 06 Dec 2017
Sum of previous inpatient serum creatinine measurements predicts acute kidney injury in rehospitalized patients Samuel J. Weisenthal Haofu Liao P. Ng M. Zand 33 4 0 05 Dec 2017
Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks Jinsung Yoon W. Zame Mihaela van der Schaar AI4TS 63 240 0 23 Nov 2017
Classification of postoperative surgical site infections from blood measurements with missing data using recurrent neural networks Andreas Storvik Strauman F. Bianchi Karl Øyvind Mikalsen Michael C. Kampffmeyer C. Soguero-Ruíz Robert Jenssen 63 20 0 17 Nov 2017
Beyond Sparsity: Tree Regularization of Deep Models for Interpretability Mike Wu M. C. Hughes S. Parbhoo Maurizio Zazzi Volker Roth Finale Doshi-Velez AI4CE 149 283 0 16 Nov 2017
Medical Diagnosis From Laboratory Tests by Combining Generative and Discriminative Learning Shiyue Zhang P. Xie Dong Wang Eric Xing MedIm 48 14 0 12 Nov 2017
Predicting Discharge Medications at Admission Time Based on Deep Learning Yu’an Yang P. Xie Xin Gao C. Cheng Yuan Li Hongbao Zhang Eric Xing BDL 100 10 0 04 Nov 2017
Discrete Event, Continuous Time RNNs Michael C. Mozer Denis Kazakov Robert V. Lindsey 76 55 0 11 Oct 2017
Multi-Label Classification of Patient Notes a Case Study on ICD Code Assignment Tal Baumel Jumana Nassour-Kassis Raphael Cohen Michael Elhadad Noémie Elhadad 169 200 0 27 Sep 2017
EMR-based medical knowledge representation and inference via Markov random fields and distributed representation learning Chao Zhao Jingchi Jiang Y. Guan 58 39 0 20 Sep 2017
Time-Dependent Representation for Neural Event Sequence Prediction Yang Li Nan Du Samy Bengio AI4TS 96 59 0 31 Jul 2017
Developing Knowledge-enhanced Chronic Disease Risk Prediction Models from Regional EHR Repositories Jing Mei Eryu Xia Xiang Li Guotong Xie 37 4 0 31 Jul 2017
SLEEPNET: Automated Sleep Staging System via Deep Learning Siddharth Biswal Joshua A. Kulas Haoqi Sun B. Goparaju M. P. M. Brandon Westover M. Bianchi Jimeng Sun MLAU 59 136 0 26 Jul 2017
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis B. Shickel P. Tighe A. Bihorac Parisa Rashidi BDL 130 1,124 0 12 Jun 2017
Bayesian LSTMs in medicine J. Westhuizen Joan Lasenby BDL OOD 51 16 0 05 Jun 2017
Modeling The Intensity Function Of Point Process Via Recurrent Neural Networks Shuai Xiao Junchi Yan Stephen M. Chu Xiaokang Yang H. Zha AI4TS 58 268 0 24 May 2017
Clinical Intervention Prediction and Understanding using Deep Networks Harini Suresh Nathan Hunt Alistair E. W. Johnson Leo Anthony Celi Peter Szolovits Marzyeh Ghassemi OOD 76 135 0 23 May 2017
Effective Representations of Clinical Notes Sébastien Dubois Nathanael Romano David C. Kale N. Shah Kenneth Jung 72 23 0 19 May 2017
Multitask learning and benchmarking with clinical time series data Hrayr Harutyunyan Hrant Khachatrian David C. Kale Greg Ver Steeg Aram Galstyan OOD AI4TS 205 892 0 22 Mar 2017
Condensed Memory Networks for Clinical Diagnostic Inferencing Aaditya (Adi) Prakash Siyuan Zhao Sadid A. Hasan Vivek Datla Kathy Lee Ashequl Qadir Joey Liu Oladimeji Farri 69 103 0 06 Dec 2016
Predictive Clinical Decision Support System with RNN Encoding and Tensor Decoding Yinchong Yang Peter A. Fasching M. Wallwiener T. Fehm S. Brucker Volker Tresp 44 11 0 02 Dec 2016
GRAM: Graph-based Attention Model for Healthcare Representation Learning Edward Choi M. T. Bahadori Le Song Walter F. Stewart Jimeng Sun GNN 97 678 0 21 Nov 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 135 1,253 0 19 Aug 2016