donalee / DualAAE-EHR
Dual Adversarial Autoencoder for Generating Set-valued Sequences
☆18Updated 4 years ago
Alternatives and similar repositories for DualAAE-EHR:
Users that are interested in DualAAE-EHR are comparing it to the libraries listed below
- ☆36Updated 2 years ago
- Repository for code release of paper "Robust Variational Autoencoders for Outlier Detection and Repair of Mixed-Type Data" (AISTATS 2020)☆50Updated 4 years ago
- Time-Aware Transformer-based Network for Clinical Notes Series Prediction☆23Updated last year
- MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records (KDD 2019)☆48Updated 4 years ago
- Source code for a comprehensive analysis of MTL over EHR timeseries data.☆37Updated last year
- Code to study the generalisability of benchmark models on non-stationary EHRs.☆14Updated 5 years ago
- Implementation of Deep Patient Representation of Clinical Notes at Intensive Care Unit for Multi-Task Prediction☆32Updated 5 years ago
- ☆25Updated 9 months ago
- Repository for the results of my master thesis, about the generation and evaluation of synthetic data using GANs☆44Updated last year
- Source code for Medical Concept Embedding with Time-Aware Embedding☆21Updated 5 years ago
- [ML4H 2022] This is the code for our paper `Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions …☆24Updated 11 months ago
- ☆12Updated last year
- Readmission Prediction via Deep Contextual Embedding of Clinical Concepts☆18Updated 7 years ago
- Python code parsing data from PhysioNet Challenge 2012☆20Updated 6 years ago
- Deep Learning for EHR papers☆34Updated 5 years ago
- Here we will post recitation materials.☆9Updated 4 years ago
- Real time mortality prediction in the MIMIC-III database☆53Updated 6 years ago
- A Multimodal Transformer: Fusing Clinical Notes With Structured EHR Data for Interpretable In-Hospital Mortality Prediction☆29Updated 2 years ago
- COR-GAN: Correlation-Capturing Convolutional Neural Networks for Generating Synthetic Healthcare Records☆57Updated 4 years ago
- AC_TPC: Temporal Phenotyping using Deep Predicting Clustering of Disease Progression☆46Updated 3 years ago
- ☆23Updated this week
- Time-Sensitive Deep Learning for ICU Outcome Prediction Without Variable Selection or Cleaning.☆18Updated 4 years ago
- Experiments applying FIDDLE on MIMIC-III and eICU. https://doi.org/10.1093/jamia/ocaa139☆24Updated 2 years ago
- Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. B…☆58Updated 10 months ago
- Embedding Complexity In the Data Representation Instead of In the Model (arXiv:1802.04233)☆24Updated 6 years ago
- Codebase for INVASE: Instance-wise Variable Selection - 2019 ICLR☆60Updated 4 years ago
- ☆36Updated 4 years ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆40Updated 2 years ago
- This repository contains the code used for Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care …☆76Updated last year
- Learning from Discharge Summaries to extract mentioned diagnoses using Hierarchical Attention Model☆34Updated 7 years ago