Neural Document Embeddings for Intensive Care Patient Mortality Prediction
Table 1: MIMIC-III Mortality Prediction AUC
['Task', 'LDA', 'doc2vec', 'CNN']
Across all methods there seems to be a general tendency that labels further in the future are harder to predict. We observe that both neural models are superior to the LDA baseline, in particular on the two harder tasks. Furthermore, our two-level CNN model outperforms doc2vec by a significant margin on all tasks.