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Interpretation_tool.ipynb
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... | @@ -20,6 +20,8 @@ The full dataset can be downloaded on ArrayExpress database under the id [E-MTAB | ... | @@ -20,6 +20,8 @@ The full dataset can be downloaded on ArrayExpress database under the id [E-MTAB |
20 | 20 | ||
21 | [test set](https://entrepot.ibisc.univ-evry.fr/f/057f1ffa0e6c4aab9bee/?dl=1) | 21 | [test set](https://entrepot.ibisc.univ-evry.fr/f/057f1ffa0e6c4aab9bee/?dl=1) |
22 | 22 | ||
23 | +Additional files for NN architecture: [filesforNNarch](https://entrepot.ibisc.univ-evry.fr/f/6f1c513798df41999b5d/?dl=1) | ||
24 | + | ||
23 | ### Usage | 25 | ### Usage |
24 | 26 | ||
25 | Deep GONet was achieved with the $L_{GO}$ regularization and the hyperparameter $\alpha=1e^{-2}$. | 27 | Deep GONet was achieved with the $L_{GO}$ regularization and the hyperparameter $\alpha=1e^{-2}$. |
... | @@ -81,3 +83,7 @@ Without regularization: | ... | @@ -81,3 +83,7 @@ Without regularization: |
81 | ```bash | 83 | ```bash |
82 | python DeepGONet.py --alpha=0 --EPOCHS=100 --is_training=True --display_step=5 --save=True --processing="train" | 84 | python DeepGONet.py --alpha=0 --EPOCHS=100 --is_training=True --display_step=5 --save=True --processing="train" |
83 | ``` | 85 | ``` |
86 | + | ||
87 | +### Interpretation tool | ||
88 | + | ||
89 | +Please see the notebook entitled *Interpretation_tool.ipynb* to perform the biological interpretation of the results. | ||
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... | @@ -12,4 +12,5 @@ scipy==1.2.0 | ... | @@ -12,4 +12,5 @@ scipy==1.2.0 |
12 | seaborn==0.9.0 | 12 | seaborn==0.9.0 |
13 | tensorflow==1.12.0 | 13 | tensorflow==1.12.0 |
14 | tensorflow-gpu==1.12.0 | 14 | tensorflow-gpu==1.12.0 |
15 | -tqdm==4.36.1 | ||
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15 | +tqdm==4.36.1 | ||
16 | +innvestigate==1.0.8 | ... | ... |
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