stanfordmlgroup / cdr-mimic
Official Repository for our UAI paper Countdown Regression on the MIMIC-III Dataset
☆18Updated 5 years ago
Alternatives and similar repositories for cdr-mimic:
Users that are interested in cdr-mimic are comparing it to the libraries listed below
- Codebase for "AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization", ICML 2018.☆56Updated 4 years ago
- ICML 2018: "Adversarial Time-to-Event Modeling"☆37Updated 6 years ago
- A probabilistic model to cluster survival data in a variational deep clustering setting☆30Updated 2 years ago
- Code to pair with the paper "Effective Ways to Build and Evaluate Individual Survival Distributions".☆22Updated 3 years ago
- Deep Kernel Survival Analysis and Subject-Specific Survival Time Prediction Intervals☆13Updated 3 years ago
- Code for the paper "Deep Cox Mixtures for Survival Regression", Machine Learning for Healthcare Conference 2021☆29Updated 2 years ago
- ☆29Updated 3 years ago
- Code for Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding☆22Updated 2 years ago
- Evaluating the reproducibility of mortality prediction studies in the MIMIC-III database☆38Updated 7 years ago
- Codebase for INVASE: Instance-wise Variable Selection - 2019 ICLR☆60Updated 4 years ago
- ACM CHIL 2021: "Enabling Counterfactual Survival Analysis with Balanced Representations"☆11Updated 4 years ago
- ACM CHIL 2020: "Survival Cluster Analysis"☆16Updated 4 years ago
- Pacmed Labs experiments on uncertainty estimation, focusing on unbalanced tabular data and classification tasks.☆21Updated 3 years ago
- Perform inference on algorithm-agnostic variable importance in Python☆20Updated 2 years ago
- Uncertainty in Conditional Average Treatment Effect Estimation☆31Updated 4 years ago
- SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data☆19Updated 3 years ago
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆31Updated 2 years ago
- Tutorial on survival analysis using TensorFlow.☆47Updated 4 years ago
- Causal Discovery with Equal Variance Assumption☆9Updated 3 years ago
- Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. B…☆59Updated last year
- ☆18Updated 3 years ago
- ☆56Updated 3 years ago
- SurvSHAP(t): Time-dependent explanations of machine learning survival models☆85Updated last year
- ☆23Updated last week
- SurvTRACE: Transformers for Survival Analysis with Competing Events☆50Updated last year
- A Random Survival Forest implementation for python inspired by Ishwaran et al. - Easily understandable, adaptable and extendable.☆59Updated 5 months ago
- Codebase for GANITE: Estimation of Individualized Treatment Effects using GANs - ICLR 2018☆60Updated 5 years ago
- [ICML 2020] Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies. https://arxiv.org/abs/20…☆16Updated 4 years ago
- Python code parsing data from PhysioNet Challenge 2012☆21Updated 6 years ago
- Training neural networks in PyTorch☆27Updated last year