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yanjzh
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1 year ago | |
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| code | 1 year ago | |
| data | 1 year ago | |
| README.md | 1 year ago | |
README.md
MCF算法的NPU实现代码和数据
数据存放在data文件夹下，代码存放在code文件夹下
模型性能：
| Medication Prediction | Diagnosis Prediction | Procedure prediction | Labtest prediction | |
|---|---|---|---|---|
| 评价指标 | AUC(%)/AUPR(%) | AUC(%)/AUPR(%) | AUC(%)/AUPR(%) | AUC(%)/AUPR(%) |
| GPU 环境 (MIMIC-III) | 85.64//39.73 | 94.83//38.69 | 94.49//28.08 | 97.29//85.31 |
| NPU 环境 (MIMIC-III) | 85.73//39.31 | 94.89//38.38 | 94.76//28.97 | 97.36//85.63 |
| GPU 环境 (eICU) | 97.97//32.91 | 95.71//56.97 | NA / NA | 96.04//88.19 |
| NPU 环境 (eICU) | 97.91//33.21 | 95.71//56.97 | NA / NA | 96.16//88.33 |
MCF算法在NPU环境的实现
Python Jupyter Notebook Shell