Using recurrent neural network models for early detection of heart failure onset

Edward Choi, Andy Schuetz, Walter F. Stewart, +1

Journal of the American Medical Informatics Association

GRAM

Edward Choi, Mohammad Taha Bahadori, Le Song, +2

Multi-layer Representation Learning for Medical Concepts

Edward Choi, Mohammad Taha Bahadori, Elizabeth Searles, +5

EngineeringMachine LearningComputational MedicineNatural Language ProcessingRepresentation Learning +16

Generating Multi-label Discrete Patient Records using Generative Adversarial Networks

Edward Choi, Siddharth Biswal, Bradley Malin, +3

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningData ScienceAdversarial Machine Learning +14

MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks

Ariel Gordon, Elad Eban, Ofir Nachum, +4

Artificial IntelligencePresent MorphnetGeometric LearningConvolutional Neural NetworkEngineering +13

RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records

Bum Chul Kwon, Minje Choi, Joanne Taery Kim, +5

IEEE Transactions on Visualization and Computer Graphics

Doctor AI: Predicting Clinical Events via Recurrent Neural Networks

Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, +2

arXiv (Cornell University)

EngineeringMachine LearningData ScienceMedical Expert SystemPredictive Analytics +10

Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer

Edward Choi, Zhen Xu, Yujia Li, +4

Proceedings of the AAAI Conference on Artificial Intelligence

EngineeringMachine LearningGraphical StructureGraph Signal ProcessingGraph Convolutional Transformer +19

RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism

Edward Choi, Mohammad Taha Bahadori, Joshua A. Kulas, +3

arXiv (Cornell University)

EngineeringMachine LearningCognitionAttentionSocial Sciences +24

Multi-Modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training

Jong Hak Moon, Hyungyung Lee, Woncheol Shin, +2

IEEE Journal of Biomedical and Health Informatics

Artificial IntelligenceEngineeringMachine LearningMultimodal LearningNatural Language Processing +19