Incorporating Causal Effects into Deep Learning Predictions on EHR Data

Incorporating Causal Effects into Deep Learning Predictions on EHR Data

11 November 2020

György J. Simon

Papers citing "Incorporating Causal Effects into Deep Learning Predictions on EHR Data"

9 / 9 papers shown

Title
Learning Neural Causal Models from Unknown Interventions Nan Rosemary Ke O. Bilaniuk Anirudh Goyal Stefan Bauer Hugo Larochelle Bernhard Schölkopf Michael C. Mozer C. Pal Yoshua Bengio CML OOD 94 168 0 02 Oct 2019
Neural Network Attributions: A Causal Perspective Aditya Chattopadhyay Piyushi Manupriya Anirban Sarkar V. Balasubramanian CML 46 146 0 06 Feb 2019
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 84 1,113 0 12 Jun 2017
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 183 741 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 52 132 0 23 May 2017
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 109 1,244 0 19 Aug 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 305 1,934 0 06 Jun 2016
DeepCare: A Deep Dynamic Memory Model for Predictive Medicine Trang Pham T. Tran Dinh Q. Phung Svetha Venkatesh 43 283 0 01 Feb 2016
Doctor AI: Predicting Clinical Events via Recurrent Neural Networks Edward Choi M. T. Bahadori A. Schuetz Walter F. Stewart Jimeng Sun 139 1,100 0 18 Nov 2015