ModelOriented / metaMIMIC
☆12Updated 2 years ago
Alternatives and similar repositories for metaMIMIC:
Users that are interested in metaMIMIC are comparing it to the libraries listed below
- A repo for transfer learning with deep tabular models☆102Updated 2 years ago
- A benchmark for distribution shift in tabular data☆52Updated 11 months ago
- An Empirical Framework for Domain Generalization In Clinical Settings☆30Updated 3 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
- For calculating Shapley values via linear regression.☆67Updated 3 years ago
- Code for "NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning"☆45Updated 2 years ago
- Evaluating methods to improve model transfer for intensive care unit models☆16Updated last year
- Local explanations with uncertainty 💐!☆40Updated last year
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆31Updated 2 years ago
- Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. B…☆59Updated last year
- This repository contains the code used for Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care …☆78Updated 2 weeks ago
- ☆27Updated last year
- ☆60Updated 4 years ago
- Code for the paper "Deep Cox Mixtures for Survival Regression", Machine Learning for Healthcare Conference 2021☆29Updated 2 years ago
- Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations (ICML 2022)☆27Updated 2 years ago
- An amortized approach for calculating local Shapley value explanations☆97Updated last year
- Source code for a comprehensive analysis of MTL over EHR timeseries data.☆37Updated 2 years ago
- ☆22Updated 2 years ago
- ☆43Updated 2 years ago
- A Data-Centric library providing a unified interface for state-of-the-art methods for hardness characterisation of data points.☆24Updated 2 months ago
- Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)☆21Updated last year
- The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"☆143Updated 2 years ago
- A lightweight implementation of removal-based explanations for ML models.☆59Updated 3 years ago
- Resources for Machine Learning Explainability☆77Updated 8 months ago
- Neural Additive Models (Google Research)☆69Updated 3 years ago
- Official PyTorch implementation of STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables (ICLR 2023 Spotlight)…☆56Updated 2 years ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆40Updated 2 years ago
- Python code parsing data from PhysioNet Challenge 2012☆21Updated 6 years ago
- Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems☆22Updated 3 years ago
- Codebase for INVASE: Instance-wise Variable Selection - 2019 ICLR☆60Updated 4 years ago