ScientificData2021_HealthGym

KO | EN

gitlite — search

#python #react #ai #golang #android #deep-learning #docker #java #awesome #cli #vue #pytorch #ios #mcp

ScientificData2021_HealthGym

(★ 25)

No description available.

ScientificData2021_HealthGym 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

---

---

# Health Gym — Updated Repository

We’ve moved!
The **official and actively maintained Health Gym repository** is now available here:

**[https://github.com/NicKuo-ResearchStuff/Health_Gym_AI](https://github.com/NicKuo-ResearchStuff/Health_Gym_AI)**

---

### Why the Move

The new repository provides a fully updated and expanded version of the Health Gym project -- including all recent models, blogs, and graphical abstracts. It now integrates:

* **GANs, hybrid VAE-GANs, and diffusion models** for realistic, privacy-preserving EMR synthesis
* **Hands-on tutorials and blog posts** (Health Gym v1–v3)
* **Education-ready datasets** for teaching, benchmarking, and research reproducibility
* **Ethics-approved (UNSW HC210661)** and rigorously validated synthetic datasets
* **Expanded references** and visual walkthroughs for each model generation phase

---

### Deprecation Notice

**This repository (2022)** —
[`https://github.com/healthgym/healthgym`](https://github.com/healthgym/healthgym) —
is **archived** and kept for citation continuity (Scientific Data, 2022).
Please update your bookmarks, citations, and forks to the **new active repository** above.

---

For questions, collaboration, or educational use:
**[n.kuo@unsw.edu.au](mailto:n.kuo@unsw.edu.au)**

(Last Edit: 2025-11-06)

old stuff in-coming
... 3
... 2
... 1

---
---
---
<pre>
###===### 
# The Health Gym Project (HealthGym)
###===###

###===>>>++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
# Copyright (c) 2022. by Nicholas Kuo & Sebastiano Babieri, UNSW.                     +
# All rights reserved. This file is part of the Health Gym, and is released under the +
# "MIT Lisence Agreement". Please see the LICENSE file that should have been included +
# as part of this package.                                                            +
###===###++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

###===###
This is the official repository for 
"The Health Gym:
Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms"

###===###
Refer to our website at:
https://healthgym.ai/

Refer to our paper on Scientific Data at:
https://www.nature.com/articles/s41597-022-01784-7

Refer to our synthetic acute hypotension and synthetic sepsis datasets at:
https://physionet.org/content/synthetic-mimic-iii-health-gym/1.0.0/

Refer to our synthetic ART for HIV dataset at:
https://figshare.com/articles/dataset/The_Heath_Gym_Synthetic_HIV_Dataset/19838470

###===###
Two versions of the code can be found in this repository
 	A) Demo: with descriptions on preprocessing the ground truth dataset
and
 	B) Academic: with the codes commented line by line

Note:
We are not the data custodians and we do not (and cannot) provide you
the ground truth datasets for acute hypotension, sepsis, and ART for HIV.

Please enquire for data access through
PhysioNet: 	https://physionet.org/content/mimiciii/1.4/
and
EuResist:   	https://www.euresist.org/

If you use this repository, please cite
@article{nicholas2022health,
  title={the Health Gym: synthetic health-related datasets for the development of reinforcement learning algorithms},
  author={Nicholas, I and Kuo, Hsien and Polizzotto, Mark N and Finfer, Simon and Garcia, Federico and S{\"o}nnerborg, Anders and Zazzi, Maurizio and B{\"o}hm, Michael and Kaiser, Rolf and Jorm, Louisa and others},
  journal={Scientific Data},
  volume={9},
  number={1},
  year={2022},
  publisher={Nature Publishing Group}
}

For further enquiries, please contact:
n.kuo@unsw.edu.au
 
###===###
<s>Date updated: 25th of December, 2022 "eji u.4tp6"</s>

ScientificData2021_HealthGym

ScientificData2021_HealthGym 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

ScientificData2021_HealthGym

ScientificData2021_HealthGym 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README