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
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment Zhenbang Wu Cao Xiao Lucas Glass David M. Liebovitz Jimeng Sun 40 5 0 04 Mar 2022
Partitioned Variational Inference: A Framework for Probabilistic Federated Learning Matthew Ashman T. Bui Cuong V Nguyen Efstratios Markou Adrian Weller S. Swaroop Richard Turner FedML 19 12 0 24 Feb 2022
SparGE: Sparse Coding-based Patient Similarity Learning via Low-rank Constraints and Graph Embedding Xian Wei See-Kiong Ng Tongtong Zhang Yingjie Liu 18 1 0 03 Feb 2022
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 52 30 0 25 Jan 2022
Label-dependent and event-guided interpretable disease risk prediction using EHRs Shuai Niu Yunya Song Qing Yin Yike Guo Xian Yang 27 2 0 18 Jan 2022
Label Dependent Attention Model for Disease Risk Prediction Using Multimodal Electronic Health Records Shuai Niu Qing Yin Yunya Song Yike Guo Xian Yang 29 10 0 18 Jan 2022
Predicting Patient Readmission Risk from Medical Text via Knowledge Graph Enhanced Multiview Graph Convolution Qiuhao Lu Thien Huu Nguyen Dejing Dou 33 19 0 19 Dec 2021
Learning Optimal Predictive Checklists Haoran Zhang Q. Morris Berk Ustun Marzyeh Ghassemi 26 11 0 02 Dec 2021
HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data Hugo Yèche Rita Kuznetsova M. Zimmermann Matthias Huser Xinrui Lyu M. Faltys Gunnar Rätsch 31 40 0 16 Nov 2021
Towards Generating Real-World Time Series Data Hengzhi Pei Kan Ren Yuqing Yang Chang-Shu Liu Tao Qin Dongsheng Li AI4TS 28 33 0 16 Nov 2021
Early Prediction of Mortality in Critical Care Setting in Sepsis Patients Using Structured Features and Unstructured Clinical Notes Jiyoung Shin Yikuan Li Yuan Luo 24 10 0 09 Nov 2021
Towards dynamic multi-modal phenotyping using chest radiographs and physiological data Nasir Hayat Krzysztof J. Geras Farah E. Shamout 27 4 0 04 Nov 2021
Multi-Task Neural Processes Donggyun Kim Seongwoong Cho Wonkwang Lee Seunghoon Hong 33 0 0 28 Oct 2021
Real-time Mortality Prediction Using MIMIC-IV ICU Data Via Boosted Nonparametric Hazards Z. Nowroozilarki Arash Pakbin J. Royalty Donald K. K. Lee B. Mortazavi 18 8 0 17 Oct 2021
Using Clinical Drug Representations for Improving Mortality and Length of Stay Predictions Batuhan Bardak Mehmet Tan 30 2 0 17 Oct 2021
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health Records Chengxi Zang Fei Wang 25 15 0 11 Oct 2021
LIFE: Learning Individual Features for Multivariate Time Series Prediction with Missing Values Zhao Zhang Shao-Qun Zhang Yuan Jiang Zhi-Hua Zhou AI4TS 29 6 0 30 Sep 2021
DeepAnalyze: Learning to Localize Crashes at Scale Manish Shetty Chetan Bansal Suman Nath Sean Bowles Henry Wang Ozgur Arman Siamak Ahari HAI 37 4 0 29 Sep 2021
Learning Predictive and Interpretable Timeseries Summaries from ICU Data Nari Johnson S. Parbhoo A. Ross Finale Doshi-Velez AI4TS 27 7 0 22 Sep 2021
Interpretable Additive Recurrent Neural Networks For Multivariate Clinical Time Series Asif Rahman Yale Chang Jonathan Rubin AI4TS HAI 27 3 0 15 Sep 2021
Patient Outcome and Zero-shot Diagnosis Prediction with Hypernetwork-guided Multitask Learning Shaoxiong Ji Pekka Marttinen 21 5 0 07 Sep 2021
Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case Jingqing Zhang Luis Bolaños T. Li Ashwani Tanwar Guilherme Freire Xian Yang Julia Ive Vibhor Gupta Yike Guo 15 14 0 04 Sep 2021
SANSformers: Self-Supervised Forecasting in Electronic Health Records with Attention-Free Models Yogesh Kumar Alexander Ilin H. Salo S. Kulathinal M. Leinonen Pekka Marttinen AI4TS MedIm 28 0 0 31 Aug 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 24 106 0 30 Aug 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
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations Stephen R. Pfohl Haoran Zhang Yizhe Xu Agata Foryciarz Marzyeh Ghassemi N. Shah OOD 29 22 0 27 Aug 2021
Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning Anirban Das Timothy Castiglia Shiqiang Wang S. Patterson FedML 13 19 0 19 Aug 2021
VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models Furui Cheng Dongyu Liu F. Du Yanna Lin Alexandra Zytek Haomin Li Huamin Qu K. Veeramachaneni 24 37 0 04 Aug 2021
Clinical Utility of the Automatic Phenotype Annotation in Unstructured Clinical Notes: ICU Use Cases Jingqing Zhang Luis Bolaños Ashwani Tanwar Julia Ive Vibhor Gupta Yike Guo 14 2 0 24 Jul 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 84 0 21 Jul 2021
Disease Progression Modeling Workbench 360 Parthasarathy Suryanarayanan Prithwish Chakraborty Piyush Madan Kibichii Bore William Ogallo ... Italo Buleje S. Remy S. Mahatma Pablo Meyer Jianying Hu 17 3 0 24 Jun 2021
Heterogeneous Multi-task Learning with Expert Diversity Raquel Y. S. Aoki Frederick Tung Gabriel L. Oliveira MoE 39 22 0 20 Jun 2021
Machine Learning with Electronic Health Records is vulnerable to Backdoor Trigger Attacks Byunggill Joe Akshay Mehra I. Shin Jihun Hamm 14 9 0 15 Jun 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 24 46 0 09 Jun 2021
GAL: Gradient Assisted Learning for Decentralized Multi-Organization Collaborations Enmao Diao Jie Ding Vahid Tarokh FedML 30 16 0 02 Jun 2021
Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation Khalid Alghatani Nariman Ammar A. Rezgui Arash Shaban-Nejad VLM 13 55 0 05 May 2021
MeSIN: Multilevel Selective and Interactive Network for Medication Recommendation Yang An Liang Zhang Mao You Xueqing Tian Bo Jin Xiaopeng Wei 6 18 0 22 Apr 2021
On the Impact of Random Seeds on the Fairness of Clinical Classifiers Silvio Amir Jan-Willem van de Meent Byron C. Wallace 19 14 0 13 Apr 2021
BoXHED2.0: Scalable boosting of dynamic survival analysis Arash Pakbin Xiaochen Wang B. Mortazavi Donald K. K. Lee 11 4 0 23 Mar 2021
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series Yinjun Wu Jingchao Ni Wei Cheng Bo Zong Dongjin Song Zhengzhang Chen Yanchi Liu Xuchao Zhang Haifeng Chen S. Davidson AI4TS 20 49 0 03 Mar 2021
Feature Importance Explanations for Temporal Black-Box Models Akshay Sood M. Craven FAtt OOD 25 15 0 23 Feb 2021
MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset Chuizheng Meng Loc Trinh Nan Xu Yan Liu 24 30 0 12 Feb 2021
AttDMM: An Attentive Deep Markov Model for Risk Scoring in Intensive Care Units Yilmazcan Ozyurt Mathias Kraus Tobias Hatt Stefan Feuerriegel 19 34 0 09 Feb 2021
An attention model to analyse the risk of agitation and urinary tract infections in people with dementia Honglin Li Roonak Rezvani Magdalena Anita Kolanko D. Sharp M. Wairagkar R. Vaidyanathan R. Nilforooshan Payam Barnaghi 16 3 0 18 Jan 2021
X-CAL: Explicit Calibration for Survival Analysis Mark Goldstein Xintian Han A. Puli A. Perotte Rajesh Ranganath 36 37 0 13 Jan 2021
Adversarial Sample Enhanced Domain Adaptation: A Case Study on Predictive Modeling with Electronic Health Records Yiqin Yu Pin-Yu Chen Yuan Zhou Jing Mei OOD 21 1 0 13 Jan 2021
PyHealth: A Python Library for Health Predictive Models Yue Zhao Zhi Qiao Cao Xiao Lucas Glass Jimeng Sun LM&MA VLM OOD AI4TS AI4MH 26 22 0 11 Jan 2021
Predicting Patient Outcomes with Graph Representation Learning Emma Rocheteau Catherine Tong Petar Velickovic Nicholas D. Lane Pietro Lio 48 48 0 11 Jan 2021
Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approach Blanca Vázquez Gibran Fuentes-Pineda Fabian Garcia G. Borrayo J. Prohias 6 4 0 06 Jan 2021
Memory-Gated Recurrent Networks Yaquan Zhang Qi Wu Nanbo Peng Min Dai Jing Zhang Hu Wang BDL AI4TS 22 7 0 24 Dec 2020