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Extension to multiclass classification and regression #2

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592d270
One-hot data generated in loadModel depending on type of model
bvanberl Nov 20, 2020
166c53f
Merge pull request #1 from bvanberl/fix/batchtest
bvanberl Nov 20, 2020
8637674
MACE for multiclass problems with given model types
bvanberl Nov 29, 2020
7daad36
Merge pull request #2 from bvanberl/multiclass
bvanberl Nov 30, 2020
45d5151
Processing for Boston Housing and Wine Quality datasets
bvanberl Nov 30, 2020
5b30b35
MACE explanations for regressions models
bvanberl Dec 1, 2020
b42d1b2
Specifiable outcome for counterfactual
bvanberl Dec 2, 2020
ee43a0d
Poker dataset, support for regression and multiclass for FT and MO
bvanberl Dec 15, 2020
06e6ec6
Merge pull request #3 from bvanberl/regression
bvanberl Dec 15, 2020
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1 change: 1 addition & 0 deletions .gitignore
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Expand Up @@ -3,6 +3,7 @@ venv/
_venv/
__pycache__/
_tmp/
.idea/

### LaTeX ###
## Core latex/pdflatex auxiliary files:
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2 changes: 2 additions & 0 deletions README.md
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Expand Up @@ -40,6 +40,8 @@ $ python batchTest.py -d adult -m lr -n zero_norm -a AR -b 0 -s 1
$ python batchTest.py -d credit -m mlp -n one_norm -a MACE_eps_1e-3 -b 0 -s 1
$ python batchTest.py -d german -m tree -n two_norm -a MINT__eps_1e-3 -b 0 -s 1
$ python batchTest.py -d mortgage -m forest -n infty_norm -a MINT__eps_1e-3 -b 0 -s 1
$ python batchTest.py -d iris -m mlp -n one_norm -a MACE_eps_1e-3 -b 0 -s 1 -r 1 -g neg_and_pos
$ python batchTest.py -d wine -m tree -n one_norm -a MACE_eps_1e-3 -b 0 -s 1 -r 1 -o 7 -g neg_and_pos
```

Finally, view the results under the _experiments folder.
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507 changes: 507 additions & 0 deletions _data_main/housing_processed.csv
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507 changes: 507 additions & 0 deletions _data_main/housing_raw.csv
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151 changes: 151 additions & 0 deletions _data_main/iris_processed.csv
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class (label),septal_length,septal_width,petal_length,petal_width
0,5.1,3.5,1.4,0.2
0,4.9,3.0,1.4,0.2
0,4.7,3.2,1.3,0.2
0,4.6,3.1,1.5,0.2
0,5.0,3.6,1.4,0.2
0,5.4,3.9,1.7,0.4
0,4.6,3.4,1.4,0.3
0,5.0,3.4,1.5,0.2
0,4.4,2.9,1.4,0.2
0,4.9,3.1,1.5,0.1
0,5.4,3.7,1.5,0.2
0,4.8,3.4,1.6,0.2
0,4.8,3.0,1.4,0.1
0,4.3,3.0,1.1,0.1
0,5.8,4.0,1.2,0.2
0,5.7,4.4,1.5,0.4
0,5.4,3.9,1.3,0.4
0,5.1,3.5,1.4,0.3
0,5.7,3.8,1.7,0.3
0,5.1,3.8,1.5,0.3
0,5.4,3.4,1.7,0.2
0,5.1,3.7,1.5,0.4
0,4.6,3.6,1.0,0.2
0,5.1,3.3,1.7,0.5
0,4.8,3.4,1.9,0.2
0,5.0,3.0,1.6,0.2
0,5.0,3.4,1.6,0.4
0,5.2,3.5,1.5,0.2
0,5.2,3.4,1.4,0.2
0,4.7,3.2,1.6,0.2
0,4.8,3.1,1.6,0.2
0,5.4,3.4,1.5,0.4
0,5.2,4.1,1.5,0.1
0,5.5,4.2,1.4,0.2
0,4.9,3.1,1.5,0.1
0,5.0,3.2,1.2,0.2
0,5.5,3.5,1.3,0.2
0,4.9,3.1,1.5,0.1
0,4.4,3.0,1.3,0.2
0,5.1,3.4,1.5,0.2
0,5.0,3.5,1.3,0.3
0,4.5,2.3,1.3,0.3
0,4.4,3.2,1.3,0.2
0,5.0,3.5,1.6,0.6
0,5.1,3.8,1.9,0.4
0,4.8,3.0,1.4,0.3
0,5.1,3.8,1.6,0.2
0,4.6,3.2,1.4,0.2
0,5.3,3.7,1.5,0.2
0,5.0,3.3,1.4,0.2
1,7.0,3.2,4.7,1.4
1,6.4,3.2,4.5,1.5
1,6.9,3.1,4.9,1.5
1,5.5,2.3,4.0,1.3
1,6.5,2.8,4.6,1.5
1,5.7,2.8,4.5,1.3
1,6.3,3.3,4.7,1.6
1,4.9,2.4,3.3,1.0
1,6.6,2.9,4.6,1.3
1,5.2,2.7,3.9,1.4
1,5.0,2.0,3.5,1.0
1,5.9,3.0,4.2,1.5
1,6.0,2.2,4.0,1.0
1,6.1,2.9,4.7,1.4
1,5.6,2.9,3.6,1.3
1,6.7,3.1,4.4,1.4
1,5.6,3.0,4.5,1.5
1,5.8,2.7,4.1,1.0
1,6.2,2.2,4.5,1.5
1,5.6,2.5,3.9,1.1
1,5.9,3.2,4.8,1.8
1,6.1,2.8,4.0,1.3
1,6.3,2.5,4.9,1.5
1,6.1,2.8,4.7,1.2
1,6.4,2.9,4.3,1.3
1,6.6,3.0,4.4,1.4
1,6.8,2.8,4.8,1.4
1,6.7,3.0,5.0,1.7
1,6.0,2.9,4.5,1.5
1,5.7,2.6,3.5,1.0
1,5.5,2.4,3.8,1.1
1,5.5,2.4,3.7,1.0
1,5.8,2.7,3.9,1.2
1,6.0,2.7,5.1,1.6
1,5.4,3.0,4.5,1.5
1,6.0,3.4,4.5,1.6
1,6.7,3.1,4.7,1.5
1,6.3,2.3,4.4,1.3
1,5.6,3.0,4.1,1.3
1,5.5,2.5,4.0,1.3
1,5.5,2.6,4.4,1.2
1,6.1,3.0,4.6,1.4
1,5.8,2.6,4.0,1.2
1,5.0,2.3,3.3,1.0
1,5.6,2.7,4.2,1.3
1,5.7,3.0,4.2,1.2
1,5.7,2.9,4.2,1.3
1,6.2,2.9,4.3,1.3
1,5.1,2.5,3.0,1.1
1,5.7,2.8,4.1,1.3
2,6.3,3.3,6.0,2.5
2,5.8,2.7,5.1,1.9
2,7.1,3.0,5.9,2.1
2,6.3,2.9,5.6,1.8
2,6.5,3.0,5.8,2.2
2,7.6,3.0,6.6,2.1
2,4.9,2.5,4.5,1.7
2,7.3,2.9,6.3,1.8
2,6.7,2.5,5.8,1.8
2,7.2,3.6,6.1,2.5
2,6.5,3.2,5.1,2.0
2,6.4,2.7,5.3,1.9
2,6.8,3.0,5.5,2.1
2,5.7,2.5,5.0,2.0
2,5.8,2.8,5.1,2.4
2,6.4,3.2,5.3,2.3
2,6.5,3.0,5.5,1.8
2,7.7,3.8,6.7,2.2
2,7.7,2.6,6.9,2.3
2,6.0,2.2,5.0,1.5
2,6.9,3.2,5.7,2.3
2,5.6,2.8,4.9,2.0
2,7.7,2.8,6.7,2.0
2,6.3,2.7,4.9,1.8
2,6.7,3.3,5.7,2.1
2,7.2,3.2,6.0,1.8
2,6.2,2.8,4.8,1.8
2,6.1,3.0,4.9,1.8
2,6.4,2.8,5.6,2.1
2,7.2,3.0,5.8,1.6
2,7.4,2.8,6.1,1.9
2,7.9,3.8,6.4,2.0
2,6.4,2.8,5.6,2.2
2,6.3,2.8,5.1,1.5
2,6.1,2.6,5.6,1.4
2,7.7,3.0,6.1,2.3
2,6.3,3.4,5.6,2.4
2,6.4,3.1,5.5,1.8
2,6.0,3.0,4.8,1.8
2,6.9,3.1,5.4,2.1
2,6.7,3.1,5.6,2.4
2,6.9,3.1,5.1,2.3
2,5.8,2.7,5.1,1.9
2,6.8,3.2,5.9,2.3
2,6.7,3.3,5.7,2.5
2,6.7,3.0,5.2,2.3
2,6.3,2.5,5.0,1.9
2,6.5,3.0,5.2,2.0
2,6.2,3.4,5.4,2.3
2,5.9,3.0,5.1,1.8
151 changes: 151 additions & 0 deletions _data_main/iris_raw.csv
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septal_length,septal_width,petal_length,petal_width,class
5.1,3.5,1.4,0.2,Iris-setosa
4.9,3,1.4,0.2,Iris-setosa
4.7,3.2,1.3,0.2,Iris-setosa
4.6,3.1,1.5,0.2,Iris-setosa
5,3.6,1.4,0.2,Iris-setosa
5.4,3.9,1.7,0.4,Iris-setosa
4.6,3.4,1.4,0.3,Iris-setosa
5,3.4,1.5,0.2,Iris-setosa
4.4,2.9,1.4,0.2,Iris-setosa
4.9,3.1,1.5,0.1,Iris-setosa
5.4,3.7,1.5,0.2,Iris-setosa
4.8,3.4,1.6,0.2,Iris-setosa
4.8,3,1.4,0.1,Iris-setosa
4.3,3,1.1,0.1,Iris-setosa
5.8,4,1.2,0.2,Iris-setosa
5.7,4.4,1.5,0.4,Iris-setosa
5.4,3.9,1.3,0.4,Iris-setosa
5.1,3.5,1.4,0.3,Iris-setosa
5.7,3.8,1.7,0.3,Iris-setosa
5.1,3.8,1.5,0.3,Iris-setosa
5.4,3.4,1.7,0.2,Iris-setosa
5.1,3.7,1.5,0.4,Iris-setosa
4.6,3.6,1,0.2,Iris-setosa
5.1,3.3,1.7,0.5,Iris-setosa
4.8,3.4,1.9,0.2,Iris-setosa
5,3,1.6,0.2,Iris-setosa
5,3.4,1.6,0.4,Iris-setosa
5.2,3.5,1.5,0.2,Iris-setosa
5.2,3.4,1.4,0.2,Iris-setosa
4.7,3.2,1.6,0.2,Iris-setosa
4.8,3.1,1.6,0.2,Iris-setosa
5.4,3.4,1.5,0.4,Iris-setosa
5.2,4.1,1.5,0.1,Iris-setosa
5.5,4.2,1.4,0.2,Iris-setosa
4.9,3.1,1.5,0.1,Iris-setosa
5,3.2,1.2,0.2,Iris-setosa
5.5,3.5,1.3,0.2,Iris-setosa
4.9,3.1,1.5,0.1,Iris-setosa
4.4,3,1.3,0.2,Iris-setosa
5.1,3.4,1.5,0.2,Iris-setosa
5,3.5,1.3,0.3,Iris-setosa
4.5,2.3,1.3,0.3,Iris-setosa
4.4,3.2,1.3,0.2,Iris-setosa
5,3.5,1.6,0.6,Iris-setosa
5.1,3.8,1.9,0.4,Iris-setosa
4.8,3,1.4,0.3,Iris-setosa
5.1,3.8,1.6,0.2,Iris-setosa
4.6,3.2,1.4,0.2,Iris-setosa
5.3,3.7,1.5,0.2,Iris-setosa
5,3.3,1.4,0.2,Iris-setosa
7,3.2,4.7,1.4,Iris-versicolor
6.4,3.2,4.5,1.5,Iris-versicolor
6.9,3.1,4.9,1.5,Iris-versicolor
5.5,2.3,4,1.3,Iris-versicolor
6.5,2.8,4.6,1.5,Iris-versicolor
5.7,2.8,4.5,1.3,Iris-versicolor
6.3,3.3,4.7,1.6,Iris-versicolor
4.9,2.4,3.3,1,Iris-versicolor
6.6,2.9,4.6,1.3,Iris-versicolor
5.2,2.7,3.9,1.4,Iris-versicolor
5,2,3.5,1,Iris-versicolor
5.9,3,4.2,1.5,Iris-versicolor
6,2.2,4,1,Iris-versicolor
6.1,2.9,4.7,1.4,Iris-versicolor
5.6,2.9,3.6,1.3,Iris-versicolor
6.7,3.1,4.4,1.4,Iris-versicolor
5.6,3,4.5,1.5,Iris-versicolor
5.8,2.7,4.1,1,Iris-versicolor
6.2,2.2,4.5,1.5,Iris-versicolor
5.6,2.5,3.9,1.1,Iris-versicolor
5.9,3.2,4.8,1.8,Iris-versicolor
6.1,2.8,4,1.3,Iris-versicolor
6.3,2.5,4.9,1.5,Iris-versicolor
6.1,2.8,4.7,1.2,Iris-versicolor
6.4,2.9,4.3,1.3,Iris-versicolor
6.6,3,4.4,1.4,Iris-versicolor
6.8,2.8,4.8,1.4,Iris-versicolor
6.7,3,5,1.7,Iris-versicolor
6,2.9,4.5,1.5,Iris-versicolor
5.7,2.6,3.5,1,Iris-versicolor
5.5,2.4,3.8,1.1,Iris-versicolor
5.5,2.4,3.7,1,Iris-versicolor
5.8,2.7,3.9,1.2,Iris-versicolor
6,2.7,5.1,1.6,Iris-versicolor
5.4,3,4.5,1.5,Iris-versicolor
6,3.4,4.5,1.6,Iris-versicolor
6.7,3.1,4.7,1.5,Iris-versicolor
6.3,2.3,4.4,1.3,Iris-versicolor
5.6,3,4.1,1.3,Iris-versicolor
5.5,2.5,4,1.3,Iris-versicolor
5.5,2.6,4.4,1.2,Iris-versicolor
6.1,3,4.6,1.4,Iris-versicolor
5.8,2.6,4,1.2,Iris-versicolor
5,2.3,3.3,1,Iris-versicolor
5.6,2.7,4.2,1.3,Iris-versicolor
5.7,3,4.2,1.2,Iris-versicolor
5.7,2.9,4.2,1.3,Iris-versicolor
6.2,2.9,4.3,1.3,Iris-versicolor
5.1,2.5,3,1.1,Iris-versicolor
5.7,2.8,4.1,1.3,Iris-versicolor
6.3,3.3,6,2.5,Iris-virginica
5.8,2.7,5.1,1.9,Iris-virginica
7.1,3,5.9,2.1,Iris-virginica
6.3,2.9,5.6,1.8,Iris-virginica
6.5,3,5.8,2.2,Iris-virginica
7.6,3,6.6,2.1,Iris-virginica
4.9,2.5,4.5,1.7,Iris-virginica
7.3,2.9,6.3,1.8,Iris-virginica
6.7,2.5,5.8,1.8,Iris-virginica
7.2,3.6,6.1,2.5,Iris-virginica
6.5,3.2,5.1,2,Iris-virginica
6.4,2.7,5.3,1.9,Iris-virginica
6.8,3,5.5,2.1,Iris-virginica
5.7,2.5,5,2,Iris-virginica
5.8,2.8,5.1,2.4,Iris-virginica
6.4,3.2,5.3,2.3,Iris-virginica
6.5,3,5.5,1.8,Iris-virginica
7.7,3.8,6.7,2.2,Iris-virginica
7.7,2.6,6.9,2.3,Iris-virginica
6,2.2,5,1.5,Iris-virginica
6.9,3.2,5.7,2.3,Iris-virginica
5.6,2.8,4.9,2,Iris-virginica
7.7,2.8,6.7,2,Iris-virginica
6.3,2.7,4.9,1.8,Iris-virginica
6.7,3.3,5.7,2.1,Iris-virginica
7.2,3.2,6,1.8,Iris-virginica
6.2,2.8,4.8,1.8,Iris-virginica
6.1,3,4.9,1.8,Iris-virginica
6.4,2.8,5.6,2.1,Iris-virginica
7.2,3,5.8,1.6,Iris-virginica
7.4,2.8,6.1,1.9,Iris-virginica
7.9,3.8,6.4,2,Iris-virginica
6.4,2.8,5.6,2.2,Iris-virginica
6.3,2.8,5.1,1.5,Iris-virginica
6.1,2.6,5.6,1.4,Iris-virginica
7.7,3,6.1,2.3,Iris-virginica
6.3,3.4,5.6,2.4,Iris-virginica
6.4,3.1,5.5,1.8,Iris-virginica
6,3,4.8,1.8,Iris-virginica
6.9,3.1,5.4,2.1,Iris-virginica
6.7,3.1,5.6,2.4,Iris-virginica
6.9,3.1,5.1,2.3,Iris-virginica
5.8,2.7,5.1,1.9,Iris-virginica
6.8,3.2,5.9,2.3,Iris-virginica
6.7,3.3,5.7,2.5,Iris-virginica
6.7,3,5.2,2.3,Iris-virginica
6.3,2.5,5,1.9,Iris-virginica
6.5,3,5.2,2,Iris-virginica
6.2,3.4,5.4,2.3,Iris-virginica
5.9,3,5.1,1.8,Iris-virginica
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