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README.md
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README.md
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# Information Modelling & Analysis: Project 2
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Student: enter your name here
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Student: Claudio Maggioni
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Please follow the instructions provided in the project slides
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and consider the submission instructions available on iCorsi.
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For your convencience, I the following resources are available in the `resources` folder:
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- **defects4j-checkout-closure-1f**: The output of the command `defects4j checkout -p Closure -v 1f -w ...`
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- **modified_classes** The list of buggy classes in: `framework/projects/Closure/modified_classes/`
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- **modified_classes** The list of buggy classes in: `framework/projects/Closure/modified_classes/`
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## Setup
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To install the required libraries run:
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```shell
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python3 -m venv .env
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source .env/bin/activate
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pip install -r requirements.txt
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```
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## Data pre-processing
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To extract and label the feature vectors run:
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```shell
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python3 ./extract_feature_vectors.py
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python3 ./label_feature_vectors.py
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```
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The labeled feature vectors are stored in file
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`./metrics/feature_vectors_labeled.csv` from the repository root.
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## Training
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To train the classifiers with the grid search procedure defined in the report
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to later extract the optimal combination of hyperparameters run:
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```shell
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python3 ./train_classifiers.py
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```
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and answer `y` to run again training when prompted. Answering `n` simply
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computes again data about the best hyperparameter configuration from the metrics
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produced by a previous training.
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Raw cross validation training metrics are stored in `./models/models.csv`. The
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optimal hyperparameter configurations found are stored in `./models/best.csv`.
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## Evaluation
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To run the 20-times 5-fold cross validation procedure delete the file
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`./models/evaluation.csv` and run:
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```shell
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python3 ./evaluate_classifiers.py
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```
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Raw data from the repeated cross validation procedure is stored in
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`./models/evaluation.csv`. P-values for each metric of each classifier pair are
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stored in `./models/model_stats.csv`.
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@ -143,6 +143,8 @@ def main():
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pvalue = wilcoxon(series_a, series_b).pvalue
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df_stats.loc[i, 'pvalue'] = pvalue
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i += 1
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if metric not in observations:
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observations[metric] = []
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|
||||
19,GaussianNB,SVC,precision,7.361006463422299e-13
|
||||
20,GaussianNB,SVC,recall,3.881639684405151e-18
|
||||
21,GaussianNB,SVC,f1,4.265842540306607e-18
|
||||
22,MLPClassifier,RandomForestClassifier,precision,2.9302015489842885e-09
|
||||
23,MLPClassifier,RandomForestClassifier,recall,0.00010909237805840521
|
||||
24,MLPClassifier,RandomForestClassifier,f1,1.1542838431590428e-11
|
||||
25,MLPClassifier,SVC,precision,3.6744416439536415e-16
|
||||
26,MLPClassifier,SVC,recall,5.645631221640026e-18
|
||||
27,MLPClassifier,SVC,f1,5.112831740936498e-18
|
||||
28,RandomForestClassifier,SVC,precision,4.0161556854627e-18
|
||||
29,RandomForestClassifier,SVC,recall,3.8584897469079895e-18
|
||||
30,RandomForestClassifier,SVC,f1,3.896559845095909e-18
|
||||
31,BiasedClassifier,DecisionTreeClassifier,precision,3.881858705649312e-18
|
||||
32,BiasedClassifier,DecisionTreeClassifier,recall,1.0267247842714985e-14
|
||||
33,BiasedClassifier,DecisionTreeClassifier,f1,3.881858705649312e-18
|
||||
34,BiasedClassifier,GaussianNB,precision,3.876167958900271e-18
|
||||
35,BiasedClassifier,GaussianNB,recall,3.7861845925093915e-18
|
||||
36,BiasedClassifier,GaussianNB,f1,4.22499456189738e-16
|
||||
37,BiasedClassifier,MLPClassifier,precision,3.887338045617697e-18
|
||||
38,BiasedClassifier,MLPClassifier,recall,2.2417567344517687e-15
|
||||
39,BiasedClassifier,MLPClassifier,f1,3.886680137925553e-18
|
||||
40,BiasedClassifier,RandomForestClassifier,precision,3.8798879361158955e-18
|
||||
41,BiasedClassifier,RandomForestClassifier,recall,4.647240654275836e-14
|
||||
42,BiasedClassifier,RandomForestClassifier,f1,3.8798879361158955e-18
|
||||
43,BiasedClassifier,SVC,precision,3.890848669938197e-18
|
||||
44,BiasedClassifier,SVC,recall,3.803119001919453e-18
|
||||
45,BiasedClassifier,SVC,f1,4.337936940303975e-17
|
||||
|
|
|
|||
|
|
|
@ -21,7 +21,7 @@ expected info, you'll be fine.-->
|
|||
The code and result files, part of this submission, can be found at:
|
||||
|
||||
- Repository: [https://github.com/infoMA2023/project-02-bug-prediction-maggicl](https://github.com/infoMA2023/project-02-bug-prediction-maggicl)
|
||||
- Commit ID: **TBD**
|
||||
- Commit ID: **5f30b3b71b50b28f4c870ff114a760ece1005531**
|
||||
|
||||
# Data Pre-Processing
|
||||
|
||||
|
|
|
|||
BIN
report/main.pdf
BIN
report/main.pdf
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Reference in New Issue