https://github.com/vanderschaarlab/clairvoyance2
clairvoyance2: a Unified Toolkit for Medical Time Series
https://github.com/vanderschaarlab/clairvoyance2
ai artificial-intelligence healthcare individualized-treatment-effect interpretability interpretable-machine-learning machine-learning medicine survival-analysis time-series time-series-analysis time-series-prediction treatment-effects
Last synced: about 2 months ago
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clairvoyance2: a Unified Toolkit for Medical Time Series
- Host: GitHub
- URL: https://github.com/vanderschaarlab/clairvoyance2
- Owner: vanderschaarlab
- License: mit
- Created: 2022-07-10T02:21:39.000Z (almost 3 years ago)
- Default Branch: main
- Last Pushed: 2023-05-25T12:21:27.000Z (almost 2 years ago)
- Last Synced: 2025-01-09T14:48:05.859Z (4 months ago)
- Topics: ai, artificial-intelligence, healthcare, individualized-treatment-effect, interpretability, interpretable-machine-learning, machine-learning, medicine, survival-analysis, time-series, time-series-analysis, time-series-prediction, treatment-effects
- Language: Python
- Homepage:
- Size: 430 KB
- Stars: 2
- Watchers: 3
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Contributing: docs/contributing.md
- License: LICENSE.txt
- Authors: AUTHORS.md
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README
# clairvoyance2
**❗ This library has been superseded by [`temporai`](https://github.com/vanderschaarlab/temporai) and is being sunset, please use [`temporai`](https://github.com/vanderschaarlab/temporai) instead.**
## Installation
`pip install clairvoyance2`
## Models
| Model | Status |
|-|-|
| **Prediction (Forecasting)** |
| RNN | ✅ |
| Seq2Seq | ✅ |
| **Imputation** |
| {f,b}fill & Mean | ✅ |
| **Individualized Treatment Effects** |
| [CRN](https://openreview.net/forum?id=BJg866NFvB) | ✅ |
| [SyncTwin](https://proceedings.neurips.cc/paper/2021/hash/19485224d128528da1602ca47383f078-Abstract.html) | ✅ |
## Tutorials
* [📔 Basic Usage](tutorials/basic_usage.ipynb)
* [📔 Example: CRN](tutorials/crn.ipynb)
* [📔 Example: SyncTwin](tutorials/synctwin.ipynb)