A brand new multi-label classifier based on deep learning. Get superior results on medical data, solve ICU patients' prescription problems.
#code file 'C2AE' : main structure of the model. 'MIMIC' :process the MIMIC-III data[1], including HDMI based reconstruction one-hot encoding, word embedding etc. 'test': experiments based on other multi-label classification models.
#prerequisites Python 3.7.7 numpy 1.16.2 tensorflow 1.14.0 scikit-learn 0.20.3 pandas 0.24.2
[1] MIMIC-III, a freely accessible critical care database. Johnson AEW, Pollard TJ, Shen L, Lehman L, Feng M, Ghassemi M, Moody B, Szolovits P, Celi LA, and Mark RG. Scientific Data (2016). DOI: 10.1038/sdata.2016.35.