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"

32 / 32 papers shown

Title
UniFed: A Universal Federation of a Mixture of Highly Heterogeneous Medical Image Classification Tasks Atefe Hassani I. Rekik FedML 104 0 0 29 Jul 2024
Large Language Model as a Universal Clinical Multi-task Decoder Yujiang Wu Hongjian Song Jiawen Zhang Xumeng Wen Shun Zheng Jiang Bian 86 2 0 18 Jun 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction Muhao Xu Zhenfeng Zhu Youru Li Shuai Zheng Yawei Zhao Kunlun He Yao Zhao 77 1 0 17 Jun 2024
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B. V. Breugel Nabeel Seedat F. Imrie M. Schaar SyDa 56 25 0 25 Oct 2023
Length of Stay prediction for Hospital Management using Domain Adaptation Lyse Naomi Wamba Momo Nyalleng Moorosi E. Nsoesie F. Rademakers B. De Moor OOD 53 1 0 29 Jun 2023
Time Associated Meta Learning for Clinical Prediction Hao Liu Muhan Zhang Zehao Dong Lecheng Kong Yixin Chen Bradley A. Fritz Dacheng Tao C. King 86 0 0 05 Mar 2023
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 59 1 0 04 May 2022
ExpertNet: A Symbiosis of Classification and Clustering Shivin Srivastava Kenji Kawaguchi Vaibhav Rajan 18 1 0 17 Jan 2022
What Do You See in this Patient? Behavioral Testing of Clinical NLP Models Betty van Aken S. Herrmann Alexander Loser 53 12 0 30 Nov 2021
Using Clinical Drug Representations for Improving Mortality and Length of Stay Predictions Batuhan Bardak Mehmet Tan 32 2 0 17 Oct 2021
Private Multi-Task Learning: Formulation and Applications to Federated Learning Shengyuan Hu Zhiwei Steven Wu Virginia Smith FedML 97 20 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 Wynne Hsu B. Chakraborty Nan Liu 99 89 0 21 Jul 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 171 297 0 01 Jun 2021
Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data Tingyi Wanyan Jing Zhang Ying Ding A. Azad Zhangyang Wang B. Glicksberg 67 10 0 07 Apr 2021
Clustering Aware Classification for Risk Prediction and Subtyping in Clinical Data Shivin Srivastava Siddharth Bhatia Lingxiao Huang Lim Jun Heng Kenji Kawaguchi Vaibhav Rajan CML 36 0 0 23 Feb 2021
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration Betty van Aken Jens-Michalis Papaioannou M. Mayrdorfer Klemens Budde Felix Alexander Gers Alexander Loser 54 73 0 08 Feb 2021
Improving Clinical Outcome Predictions Using Convolution over Medical Entities with Multimodal Learning Batuhan Bardak Mehmet Tan 72 37 0 24 Nov 2020
Deep Representation Learning of Patient Data from Electronic Health Records (EHR): A Systematic Review Yuqi Si Jingcheng Du Zhao Li Xiaoqian Jiang T. Miller Fei Wang W. J. Zheng Kirk Roberts OOD 103 165 0 06 Oct 2020
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 37 9 0 01 Oct 2020
Deep Learning Applied to Chest X-Rays: Exploiting and Preventing Shortcuts Sarah Jabbour David Fouhey Ella Kazerooni Michael Sjoding Jenna Wiens OOD 74 49 0 21 Sep 2020
HydaLearn: Highly Dynamic Task Weighting for Multi-task Learning with Auxiliary Tasks Sam Verboven M. H. Chaudhary Jeroen Berrevoets Wouter Verbeke 57 7 0 26 Aug 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 64 16 0 20 Jul 2020
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis Liantao Ma Xinyu Ma Junyi Gao Chaohe Zhang Zhihao Yu Xianfeng Jiao Wenjie Ruan Yasha Wang Wen Tang Jiangtao Wang OOD 38 5 0 17 Jul 2020
Patient Similarity Analysis with Longitudinal Health Data Ahmed Allam Matthias Dittberner A. Sintsova D. Brodbeck Michael Krauthammer 110 14 0 14 May 2020
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases Luchen Liu Zequn Liu Haoxian Wu Zichang Wang Jianhao Shen Yiping Song Ming Zhang 42 19 0 11 Apr 2020
Towards unstructured mortality prediction with free-text clinical notes Mohammad Hashir R. Sawhney 61 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 160 21 0 21 Sep 2019
Using Clinical Notes with Time Series Data for ICU Management Swaraj Khadanga Karan Aggarwal Shafiq Joty Jaideep Srivastava 76 59 0 12 Sep 2019
Categorical Co-Frequency Analysis: Clustering Diagnosis Codes to Predict Hospital Readmissions Hallee E. Wong Brianna C. Heggeseth Steven J. Miller CML OOD 20 0 0 01 Sep 2019
FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age Kimmo Karkkainen Jungseock Joo CVBM 98 162 0 14 Aug 2019
A Survey of Challenges and Opportunities in Sensing and Analytics for Cardiovascular Disorders N. Hurley E. Spatz H. Krumholz R. Jafari B. Mortazavi 41 1 0 12 Aug 2019
Predicting Inpatient Discharge Prioritization With Electronic Health Records Anand Avati Stephen Pfohl Chris Lin Thao Nguyen Meng Zhang P. Hwang Jessica Wetstone Kenneth Jung A. Ng N. Shah 50 5 0 02 Dec 2018