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 / 307 papers shown

Title
Deep learning for comprehensive forecasting of Alzheimer's Disease progression Charles K. Fisher Aaron M. Smith J. Morris P. Aisen OOD 21 150 0 10 Jul 2018
Transfer Learning for Clinical Time Series Analysis using Recurrent Neural Networks Priyanka Gupta Pankaj Malhotra L. Vig Gautam M. Shroff 27 40 0 04 Jul 2018
Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation Lu Wang Wei Zhang Xiaofeng He H. Zha 19 259 0 04 Jul 2018
Leveraging Disease Progression Learning for Medical Image Recognition Qicheng Lao T. Fevens Boyu Wang MedIm 19 1 0 26 Jun 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 110 4,960 0 19 Jun 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 43 150 0 18 Jun 2018
Hardware Trojan Attacks on Neural Networks Joseph Clements Yingjie Lao AAML 27 89 0 14 Jun 2018
Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU Harini Suresh Jen J. Gong John Guttag 28 85 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 27 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 42 251 0 28 May 2018
BRITS: Bidirectional Recurrent Imputation for Time Series Wei Cao Dong Wang Jian Li Hao Zhou Lei Li Yitan Li AI4TS 28 606 0 27 May 2018
Chief complaint classification with recurrent neural networks Scott H. Lee Drew Levin Patrick D. Finley C. Heilig 21 30 0 19 May 2018
Learning Patient Representations from Text Dmitriy Dligach Timothy A. Miller 13 17 0 05 May 2018
Disease-Atlas: Navigating Disease Trajectories with Deep Learning Bryan Lim M. Schaar 24 32 0 27 Mar 2018
A Probabilistic Disease Progression Model for Predicting Future Clinical Outcome Yingying Zhu M. Sabuncu 16 5 0 13 Mar 2018
A Generative Modeling Approach to Limited Channel ECG Classification Deepta Rajan Jayaraman J. Thiagarajan 29 35 0 18 Feb 2018
Explainable Prediction of Medical Codes from Clinical Text J. Mullenbach Sarah Wiegreffe J. Duke Jimeng Sun Jacob Eisenstein FAtt 34 567 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 29 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 34 61 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 36 130 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 35 110 0 07 Feb 2018
Dual Memory Neural Computer for Asynchronous Two-view Sequential Learning Hung Le T. Tran Svetha Venkatesh 22 101 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 36 122 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 44 2,110 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 19 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 11 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 31 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 14 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 30 230 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 25 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 28 281 0 16 Nov 2017
Medical Diagnosis From Laboratory Tests by Combining Generative and Discriminative Learning Shiyue Zhang P. Xie Dong Wang Eric Xing MedIm 27 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 46 10 0 04 Nov 2017
Discrete Event, Continuous Time RNNs Michael C. Mozer Denis Kazakov Robert V. Lindsey 16 53 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 24 200 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 20 39 0 20 Sep 2017
Time-Dependent Representation for Neural Event Sequence Prediction Yang Li Nan Du Samy Bengio AI4TS 12 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 28 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 20 136 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 31 1,094 0 12 Jun 2017
Bayesian LSTMs in medicine J. Westhuizen Joan Lasenby BDL OOD 17 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 23 265 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 33 131 0 23 May 2017
Effective Representations of Clinical Notes Sébastien Dubois Nathanael Romano David C. Kale N. Shah Kenneth Jung 15 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 56 858 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 22 102 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 29 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 44 665 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 60 1,232 0 19 Aug 2016
Multi-task Prediction of Disease Onsets from Longitudinal Lab Tests N. Razavian Jake Marcus David A. Sontag 25 62 0 02 Aug 2016