Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU

7 June 2018

Papers citing "Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU"

12 / 12 papers shown

Title
GRU-TV: Time- and velocity-aware GRU for patient representation on multivariate clinical time-series data Ningtao Liu Ruoxi Gao Jing Yuan Calire Park Shuwei Xing S. Gou CML AI4TS 25 1 0 04 May 2022
What Do You See in this Patient? Behavioral Testing of Clinical NLP Models Betty van Aken S. Herrmann Alexander Loser 26 11 0 30 Nov 2021
Private Multi-Task Learning: Formulation and Applications to Federated Learning Shengyuan Hu Zhiwei Steven Wu Virginia Smith FedML 27 19 0 30 Aug 2021
Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies F. Xie Han Yuan Yilin Ning M. Ong Mengling Feng W. Hsu B. Chakraborty Nan Liu 27 83 0 21 Jul 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 25 283 0 01 Jun 2021
Cardea: An Open Automated Machine Learning Framework for Electronic Health Records Sarah Alnegheimish Najat Alrashed Faisal Aleissa Shahad Althobaiti Dongyu Liu Mansour Alsaleh K. Veeramachaneni OOD 8 9 0 01 Oct 2020
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Matthew B. A. McDermott Bret A. Nestor Evan Kim Wancong Zhang Anna Goldenberg Peter Szolovits Marzyeh Ghassemi Csail AI4TS 22 15 0 20 Jul 2020
Patient Similarity Analysis with Longitudinal Health Data Ahmed Allam Matthias Dittberner A. Sintsova D. Brodbeck Michael Krauthammer 21 14 0 14 May 2020
Towards unstructured mortality prediction with free-text clinical notes Mohammad Hashir R. Sawhney 23 39 0 19 Nov 2019
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection Ameya Vaidya Feng Mai Yue Ning 115 21 0 21 Sep 2019
Predicting Inpatient Discharge Prioritization With Electronic Health Records Anand Avati Stephen R. Pfohl Chris Lin Thao Nguyen Meng Zhang P. Hwang Jessica Wetstone Kenneth Jung A. Ng N. Shah 25 5 0 02 Dec 2018
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 225 1,900 0 06 Jun 2016