Machine Learning for Multimodal Electronic Health Records-based
Research: Challenges and Perspectives

Machine Learning for Multimodal Electronic Health Records-based Research: Challenges and Perspectives

9 November 2021

Papers citing "Machine Learning for Multimodal Electronic Health Records-based Research: Challenges and Perspectives"

11 / 11 papers shown

Title
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 300 588 0 22 Apr 2021
Multimodal Learning for Cardiovascular Risk Prediction using EHR Data A. Bagheri T. K. Groenhof W. B. Veldhuis P. A. Jong F. Asselbergs Daniel L. Oberski 40 15 0 27 Aug 2020
Med-BERT: pre-trained contextualized embeddings on large-scale structured electronic health records for disease prediction L. Rasmy Yang Xiang Z. Xie Cui Tao Degui Zhi AI4MH LM&MA 80 686 0 22 May 2020
TAPER: Time-Aware Patient EHR Representation Sajad Darabi Mohammad Kachuee Shayan Fazeli Majid Sarrafzadeh 29 57 0 11 Aug 2019
Enhancing Prediction Models for One-Year Mortality in Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome S. N. Payrovnaziri Laura A. Barrett Daniel Bis Jiang Bian Zhe He 15 14 0 28 Apr 2019
Identifying Sub-Phenotypes of Acute Kidney Injury using Structured and Unstructured Electronic Health Record Data with Memory Networks Zhenxing Xu Jingyuan Chou Xi Sheryl Zhang Yuan Luo T. Isakova ... Richard C. Kiefer J. Pacheco Luke Rasmussen Jyotishman Pathak Fei Wang 41 54 0 10 Apr 2019
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs W. James Murdoch Peter J. Liu Bin Yu 64 210 0 16 Jan 2018
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
Comparative Study of CNN and RNN for Natural Language Processing Wenpeng Yin Katharina Kann Mo Yu Hinrich Schütze 64 986 0 07 Feb 2017
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 521 27,295 0 01 Sep 2014
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 644 31,490 0 16 Jan 2013