Multitask learning and benchmarking with clinical time series data

22 March 2017

Papers citing "Multitask learning and benchmarking with clinical time series data"

50 / 309 papers shown

Title
Data Encoding For Healthcare Data Democratisation and Information Leakage Prevention Anshul Thakur T. Zhu V. Abrol Jacob Armstrong Yujiang Wang David A. Clifton MedIm 25 1 0 05 May 2023
LESS-VFL: Communication-Efficient Feature Selection for Vertical Federated Learning Timothy Castiglia Yi Zhou Shiqiang Wang S. Kadhe Nathalie Baracaldo S. Patterson FedML 79 17 0 03 May 2023
DuETT: Dual Event Time Transformer for Electronic Health Records Alex Labach Aslesha Pokhrel Xiao Shi Huang S. Zuberi S. Yi M. Volkovs T. Poutanen Rahul G. Krishnan AI4TS MedIm 25 3 0 25 Apr 2023
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction Jun Wu Xuesong Ye Chengjie Mou Weina Dai 64 18 0 24 Apr 2023
Synthesize High-dimensional Longitudinal Electronic Health Records via Hierarchical Autoregressive Language Model B. Theodorou Cao Xiao Jimeng Sun 26 28 0 04 Apr 2023
Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant Sirui Ding Qiaoyu Tan Chia-yuan Chang Na Zou Kai Zhang N. Hoot Xiaoqian Jiang Xia Hu 19 3 0 30 Mar 2023
Predicting Adverse Neonatal Outcomes for Preterm Neonates with Multi-Task Learning Jingyang Lin Junyu Chen Hanjia Lyu Igor Khodak D. Chhabra C. D. Richardson Irina Prelipcean A. Dylag Jiebo Luo 13 0 0 28 Mar 2023
Uncovering Bias in Personal Informatics Sofia Yfantidou Pavlos Sermpezis Athena Vakali R. Baeza-Yates 24 6 0 27 Mar 2023
Exploratory Analysis of Federated Learning Methods with Differential Privacy on MIMIC-III Aron N. Horvath Matteo Berchier Farhad Nooralahzadeh Ahmed Allam Michael Krauthammer FedML 23 2 0 08 Feb 2023
Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control Zhen Lin Shubhendu Trivedi Cao Xiao Jimeng Sung 27 2 0 02 Feb 2023
Improving Text-based Early Prediction by Distillation from Privileged Time-Series Text Jinghui Liu Daniel Capurro Anthony N. Nguyen Karin Verspoor AI4TS 23 3 0 26 Jan 2023
Mortality Prediction Models with Clinical Notes Using Sparse Attention at the Word and Sentence Levels Miguel Rios A. Abu-Hanna 21 0 0 12 Dec 2022
On the Importance of Clinical Notes in Multi-modal Learning for EHR Data Severin Husmann Hugo Yèche Gunnar Rätsch Rita Kuznetsova HAI 16 10 0 06 Dec 2022
Deep Kernel Learning for Mortality Prediction in the Face of Temporal Shift Miguel Rios A. Abu-Hanna OOD 27 1 0 01 Dec 2022
The Missing Indicator Method: From Low to High Dimensions Mike Van Ness Tomas M. Bosschieter Roberto Halpin-Gregorio Madeleine Udell AI4TS 27 15 0 16 Nov 2022
Auditing Algorithmic Fairness in Machine Learning for Health with Severity-Based LOGAN Anaelia Ovalle Sunipa Dev Jieyu Zhao Majid Sarrafzadeh Kai-Wei Chang 11 2 0 16 Nov 2022
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk Prediction Youru Li Zhenfeng Zhu Xiaobo Guo Shaoshuai Li Yuchen Yang Yao Zhao AI4TS 12 5 0 15 Nov 2022
Textual Data Augmentation for Patient Outcomes Prediction Qiuhao Lu Dejing Dou Thien Huu Nguyen 11 15 0 13 Nov 2022
Integrated Convolutional and Recurrent Neural Networks for Health Risk Prediction using Patient Journey Data with Many Missing Values Yuxi Liu S. Qin Antonio Jimeno Yepes Wei Shao Zhenhao Zhang Flora D. Salim 27 3 0 11 Nov 2022
Does Deep Learning REALLY Outperform Non-deep Machine Learning for Clinical Prediction on Physiological Time Series? Ke Liao Wei Wang A. Elibol L. Meng Xu Zhao N. Chong OOD 38 1 0 11 Nov 2022
Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling Xinlu Zhang Shiyang Li Zhiyu Zoey Chen Xifeng Yan Linda R. Petzold AI4TS 54 26 0 18 Oct 2022
Tripletformer for Probabilistic Interpolation of Irregularly sampled Time Series Vijaya Krishna Yalavarthi Johannes Burchert Lars Schmidt-Thieme AI4TS 22 5 0 05 Oct 2022
Individual Privacy Accounting with Gaussian Differential Privacy A. Koskela Marlon Tobaben Antti Honkela 42 18 0 30 Sep 2022
Design Perspectives of Multitask Deep Learning Models and Applications Yeshwant Singh Anupam Biswas Angshuman Bora Debashish Malakar Subham Chakraborty S. Bera 33 0 0 27 Sep 2022
Differentially private partitioned variational inference Mikko A. Heikkilä Matthew Ashman S. Swaroop Richard Turner Antti Honkela FedML 30 2 0 23 Sep 2022
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care Junyi Gao Yinghao Zhu Wenqing Wang Yasha Wang Wen Tang Ewen M. Harrison Liantao Ma OOD 35 15 0 16 Sep 2022
Learning from a Biased Sample Roshni Sahoo Lihua Lei Stefan Wager 27 17 0 05 Sep 2022
Temporal Label Smoothing for Early Event Prediction Hugo Yèche Alizée Pace Gunnar Rätsch Rita Kuznetsova 37 4 0 29 Aug 2022
DCSF: Deep Convolutional Set Functions for Classification of Asynchronous Time Series Vijaya Krishna Yalavarthi Johannes Burchert Lars Schmidt-Thieme BDL AI4TS 28 4 0 24 Aug 2022
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction Weimin Lyu Xinyu Dong Rachel Wong Songzhu Zheng Kayley Abell-Hart Fusheng Wang Chao Chen 21 47 0 09 Aug 2022
COPER: Continuous Patient State Perceiver V. Chauhan Anshul Thakur Odhran O'Donoghue David A. Clifton AI4TS OOD 43 5 0 05 Aug 2022
Compound Density Networks for Risk Prediction using Electronic Health Records Yuxi Liu S. Qin Zhenhao Zhang Wei Shao BDL 21 9 0 02 Aug 2022
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning Yifei Ren Jian Lou Li Xiong Joyce C. Ho Xiaoqian Jiang Sivasubramanium Bhavan OOD 26 3 0 01 Aug 2022
Accelerating Vertical Federated Learning Dongqi Cai Tao Fan Yan Kang Lixin Fan Mengwei Xu Shangguang Wang Qiang Yang FedML 19 7 0 23 Jul 2022
Density-Aware Personalized Training for Risk Prediction in Imbalanced Medical Data Zepeng Huo Xiaoning Qian Shuai Huang Zhangyang Wang Bobak J. Mortazavi OOD 20 3 0 23 Jul 2022
GenHPF: General Healthcare Predictive Framework with Multi-task Multi-source Learning Kyunghoon Hur Jungwoo Oh Junu Kim Jiyoun Kim Min Jae Lee Eunbyeol Choi Seong-Eun Moon Young-Hak Kim Louis Atallah Edward Choi AI4TS 14 22 0 20 Jul 2022
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images Nasir Hayat Krzysztof J. Geras Farah E. Shamout MedIm 27 40 0 14 Jul 2022
Modeling Long-term Dependencies and Short-term Correlations in Patient Journey Data with Temporal Attention Networks for Health Prediction Yuxi Liu Zhenhao Zhang Antonio Jimeno Yepes Flora D. Salim 26 10 0 13 Jul 2022
Online Evasion Attacks on Recurrent Models:The Power of Hallucinating the Future Byunggill Joe I. Shin Jihun Hamm AAML 12 0 0 08 Jul 2022
Predicting the Need for Blood Transfusion in Intensive Care Units with Reinforcement Learning Yuqing Wang Yun Zhao Linda R. Petzold OffRL 37 5 0 26 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 37 272 0 17 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 34 45 0 13 Jun 2022
When Personalization Harms: Reconsidering the Use of Group Attributes in Prediction Vinith Suriyakumar Marzyeh Ghassemi Berk Ustun 38 6 0 04 Jun 2022
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality Prediction Lena Mondrejevski Ioanna Miliou Annaclaudia Montanino David Pitts Jaakko Hollmén P. Papapetrou 25 9 0 30 May 2022
A Scalable Workflow to Build Machine Learning Classifiers with Clinician-in-the-Loop to Identify Patients in Specific Diseases Jingqing Zhang Atri Sharma Luis Bolaños Tong Li Ashwani Tanwar Vibhor Gupta Yike Guo 17 1 0 18 May 2022
The Road to Explainability is Paved with Bias: Measuring the Fairness of Explanations Aparna Balagopalan Haoran Zhang Kimia Hamidieh Thomas Hartvigsen Frank Rudzicz Marzyeh Ghassemi 38 78 0 06 May 2022
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
An Extensive Data Processing Pipeline for MIMIC-IV Mehak Gupta Brennan M Gallamoza Nicolas Cutrona Pranjal Dhakal Raphael Poulain Rahmatollah Beheshti AI4TS 32 41 0 29 Apr 2022
Integrating Physiological Time Series and Clinical Notes with Transformer for Early Prediction of Sepsis Yuqing Wang Yun Zhao R. Callcut Linda R. Petzold 27 18 0 28 Mar 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 23 3 0 20 Mar 2022