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This commit is contained in:
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2797dc7a9d
commit
5841b222ee
4 changed files with 203 additions and 173 deletions
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@ -162,6 +162,13 @@ def main():
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sns.despine(offset=10, trim=True)
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f.savefig(OUT_DIR + '/boxplot.svg')
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# Print table of mean and standard deviation
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dftab = dfg.groupby(['classifier', 'metric']) \
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.agg({'value': ['mean', 'std']}) \
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.reset_index(drop=False)
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dftab.columns = [x[1] if x[0] == 'value' else x[0] for x in dftab.columns]
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print(dftab.to_markdown(index=False))
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if __name__ == '__main__':
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main()
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@ -6,7 +6,7 @@
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<cc:Work>
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<dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
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<dc:date>2023-05-24T14:01:57.307239</dc:date>
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<dc:date>2023-05-24T18:24:16.947257</dc:date>
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<dc:format>image/svg+xml</dc:format>
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Before Width: | Height: | Size: 64 KiB After Width: | Height: | Size: 64 KiB |
|
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@ -314,15 +314,38 @@ For sake of brevity, only the top 100 results by accuracy are shown.
|
|||
|
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## Output Distributions
|
||||
|
||||
Add a boxplot showing mean and standard deviation for **Precision**
|
||||
values on all 6 classifiers (5 trained + 1 biased)\
|
||||
Add a boxplot showing mean and standard deviation for **Recall** values
|
||||
on all 6 classifiers (5 trained + 1 biased)\
|
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Add a boxplot showing mean and standard deviation for **F1** values on
|
||||
all 6 classifiers (5 trained + 1 biased)
|
||||
A boxplot chart to show the distribution of each of precision, recall, and F1 score
|
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for all classifiers (including the biased classifier) is shown in figure [1](#fig:boxplot){reference-type="ref" reference="fig:boxplot"}. Table [2](#tab:meanstd){reference-type="ref" reference="tab:meanstd"} is a numeric
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table summing up mean and standard deviation of each metric.
|
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|
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{#fig:boxplot}
|
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|
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::: {#tab:meanstd}
|
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| **Classifier** | **Metric** | **Mean** | **Std. dev.** |
|
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|:-----------------------|:----------|---------:|-----------:|
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||||
| BiasedClassifier | f1 | 0.666238 | 0.00511791 |
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| BiasedClassifier | precision | 0.49954 | 0.00575757 |
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| BiasedClassifier | recall | 1 | 0 |
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| DecisionTreeClassifier | f1 | 0.888104 | 0.0302085 |
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| DecisionTreeClassifier | precision | 0.832669 | 0.0425814 |
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| DecisionTreeClassifier | recall | 0.953261 | 0.0358021 |
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| GaussianNB | f1 | 0.54952 | 0.0912106 |
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| GaussianNB | precision | 0.820866 | 0.066323 |
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| GaussianNB | recall | 0.418885 | 0.0950382 |
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| MLPClassifier | f1 | 0.884807 | 0.0348063 |
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| MLPClassifier | precision | 0.836507 | 0.0489391 |
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| MLPClassifier | recall | 0.941823 | 0.0454851 |
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| RandomForestClassifier | f1 | 0.91079 | 0.0301481 |
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| RandomForestClassifier | precision | 0.870685 | 0.0427383 |
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| RandomForestClassifier | recall | 0.956665 | 0.0381288 |
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| SVC | f1 | 0.752656 | 0.0537908 |
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| SVC | precision | 0.7557 | 0.0515768 |
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| SVC | recall | 0.754709 | 0.0819603 |
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|
||||
: Mean and standard deviation for each classifier for 20-times cross validation.
|
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:::
|
||||
|
||||
|
||||
## Comparison and Significance
|
||||
|
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For every combination of two classifiers and every performance metric
|
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|
|
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BIN
report/main.pdf
BIN
report/main.pdf
Binary file not shown.
Reference in a new issue