mostafaalishahi / eICU_Benchmark_updatedLinks
An updated version of eICU Benchmark with an updated problem definition on LoS and Decompensation tasks
☆11Updated 4 years ago
Alternatives and similar repositories for eICU_Benchmark_updated
Users that are interested in eICU_Benchmark_updated are comparing it to the libraries listed below
Sorting:
- ☆28Updated last year
- Supercharging Imbalanced Data Learning WithCausal Representation Transfer☆12Updated 3 years ago
- Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. B…☆59Updated last year
- Source code for a comprehensive analysis of MTL over EHR timeseries data.☆37Updated 2 years ago
- ☆40Updated 3 years ago
- ☆40Updated 6 years ago
- ☆32Updated 7 years ago
- Code for ICML 2020 paper: "Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders" by I. …☆52Updated 4 years ago
- Code for TEDVAE, a VAE-based treatment effect estimation algorithm.☆25Updated 2 years ago
- Source code for StageNet: Stage-Aware Neural Networks for Health Risk Prediction☆30Updated 3 months ago
- Code repository for the paper : Causal thinking for decision making on Electronic Health Records: why and how☆19Updated last year
- Code for the NIPS 2018 paper "Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions"☆18Updated 4 years ago
- ☆24Updated 2 months ago
- Python code parsing data from PhysioNet Challenge 2012☆22Updated 6 years ago
- Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations (ICML 2022)☆27Updated 3 years ago
- A high-performance database and Python reader interface for MEDS datasets☆19Updated last month
- [ML4H 2022] This is the code for our paper `Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions …☆26Updated last year
- Experiments applying FIDDLE on MIMIC-III and eICU. https://doi.org/10.1093/jamia/ocaa139☆25Updated 3 years ago
- Codebase for INVASE: Instance-wise Variable Selection - 2019 ICLR☆62Updated 5 years ago
- This repository contains the code used for Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care …☆79Updated 4 months ago
- A benchmark for distribution shift in tabular data☆55Updated last year
- An Empirical Framework for Domain Generalization In Clinical Settings☆31Updated 3 years ago
- Code and results accompanying our paper titled Mixture Proportion Estimation and PU Learning: A Modern Approach at Neurips 2021 (Spotligh…☆44Updated last year
- ☆11Updated 7 years ago
- The code for the models described in "Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU" (KDD 2018).☆21Updated 5 years ago
- Deep Counterfactual Prediction with Categorical Backward Variables☆12Updated 2 years ago
- Causal Effect Inference for Structured Treatments (SIN) (NeurIPS 2021)☆43Updated 3 years ago
- DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks☆21Updated 2 months ago
- References for Papers at the Intersection of Causality and Fairness☆18Updated 6 years ago
- Clairvoyance: a Unified, End-to-End AutoML Pipeline for Medical Time Series☆133Updated 2 years ago