ML for Intensive Care Unit time-series tasks

tufts-ml / ml-research-reading-lists

Useful Reading Lists on topics of active research (PI: Mike Hughes)

MIT License

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ML for Intensive Care Unit time-series tasks #8

Open michaelchughes opened 5 years ago

michaelchughes commented 5 years ago

Multitask Learning and Benchmarking with Clinical Time Series Data Harutyunyan et al. https://arxiv.org/abs/1703.07771

Sanjay Purushotham, Chuizheng Meng, Zhengping Che, and Yan Liu. Benchmarking Deep Learning Models on Large Healthcare Datasets. Journal of Biomedical Informatics (JBI). 2018. https://arxiv.org/abs/1710.08531

rathp commented 3 years ago

Dynamic Survival Analysis for EHR Data with Personalized Parametric Distributions (MLHC 2021)

https://static1.squarespace.com/static/59d5ac1780bd5ef9c396eda6/t/60fb3c0b84c5ae3974b51183/1627077644292/MLHC_Camera_Ready_final.pdf

rathp commented 3 years ago

https://static1.squarespace.com/static/59d5ac1780bd5ef9c396eda6/t/60fb3ba110343004004f24ba/1627077538209/Performance_Gap___Prospective_Validation.pdf