VHP: This is the code implementations for VHP proposed by Zhaohong Sun: 'Towards Predictive Analysis on Disease Progression: A Variational Hawkes Process Model'.

Baseline Models:

(1) seq2seq
(2) seq2seq_Hawkes
(3) seq2seq_Time_1
(4) seq2seq_Time_2
(5) seq2seq_Time_3
(6) seq2seq_Hawkes_GAN

(1) VAE
(2) VAE_Hawkes
(3) VAE_Time_1
(4) VAE_Time_2
(5) VAE_Time_3
(6) VHP (Proposed)

Datasets:

Three datasets are used for validation, which are:

1. MIMIC-III Sepsis dataset: We extracted this dataset following https://gitlab.doc.ic.ac.uk/AIClinician/AIClinician.
2. MIMIC-III HF dataset: The pre-processed dataset has been released in https://github.com/ZJU-BMI/Medical-Trajectory-Generation/tree/master/dataset_file
3. PLA dataset: private.