Multi-Task Deep Neural Networks for Irregularly Sampled Multivariate Clinical Time Series

Author:

Liu Yuxi1,Zhang Zhenhao2,Qin Shaowen1,Bian Jiang3

Affiliation:

1. College of Science and Engineering, Flinders University,Adelaide,SA,Australia

2. College of Life Sciences, Northwest A&F University,Yangling,Shaanxi,China

3. College of Medicine, University of Florida,Gainesville,FL,USA

Funder

NIH

Publisher

IEEE

Reference21 articles.

1. Recurrent Neural Networks for Multivariate Time Series with Missing Values

2. Brits: Bidirectional recurrent imputation for time series;Cao;Advances in neural information processing systems,2018

3. Multivariate time series imputation with generative adversarial networks;Luo;Advances in neural information processing systems,2018

4. E²GAN: End-to-End Generative Adversarial Network for Multivariate Time Series Imputation

5. DATA-GRU: Dual-Attention Time-Aware Gated Recurrent Unit for Irregular Multivariate Time Series

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