Maybe done?

This commit is contained in:
2025-10-31 15:36:32 +01:00
parent d587a7064e
commit 52a78af447
14 changed files with 352 additions and 331 deletions

View File

@@ -23,49 +23,52 @@
\@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Handling missing values}{2}{subsection.2.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.4}Training, validation and test sets}{2}{subsection.2.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {3}Model selection}{2}{section.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Data cleaning and feature engineering}{2}{subsection.3.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Handling missing values}{2}{subsection.3.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Training, validation and test sets}{2}{subsection.3.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {4}Model selection}{2}{section.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5}Model Training and Hyperparameter Tuning}{3}{section.5}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Models and methods used}{3}{subsection.5.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Caveats and restrictions}{3}{subsection.5.2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {6}Model Evaluations}{3}{section.6}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {6.1}Analyzing the Confusion Matricies}{3}{subsection.6.1}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {4}Model Training and Hyperparameter Tuning}{2}{section.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Models and methods used}{2}{subsection.4.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Validation Results}{2}{subsection.4.2}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces The weighted averages of the performance metrics of the models on the validation data.\relax }}{2}{table.caption.1}\protected@file@percent }
\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}}
\newlabel{fig:featureImportanceDT}{{1(a)}{4}{\relax }{figure.caption.1}{}}
\newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][1]1(a)}{[1][3][]4}}
\newlabel{sub@fig:featureImportanceDT}{{(a)}{4}{\relax }{figure.caption.1}{}}
\newlabel{sub@fig:featureImportanceDT@cref}{{[subfigure][1][1]1(a)}{[1][3][]4}}
\newlabel{fig:featureImportanceRF}{{1(b)}{4}{\relax }{figure.caption.1}{}}
\newlabel{fig:featureImportanceRF@cref}{{[subfigure][2][1]1(b)}{[1][3][]4}}
\newlabel{sub@fig:featureImportanceRF}{{(b)}{4}{\relax }{figure.caption.1}{}}
\newlabel{sub@fig:featureImportanceRF@cref}{{[subfigure][2][1]1(b)}{[1][3][]4}}
\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces The confusion matricies of the Decision Tree model and the Random Forest model on the test data.\relax }}{4}{figure.caption.1}\protected@file@percent }
\newlabel{fig:}{{1}{4}{The confusion matricies of the Decision Tree model and the Random Forest model on the test data.\relax }{figure.caption.1}{}}
\newlabel{fig:@cref}{{[figure][1][]1}{[1][3][]4}}
\@writefile{toc}{\contentsline {subsection}{\numberline {6.2}Analyzing Weighted Performance Metrics}{4}{subsection.6.2}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces The performance metrics of the models on the validation data.\relax }}{4}{table.caption.2}\protected@file@percent }
\newlabel{perfmetric}{{1}{4}{The performance metrics of the models on the validation data.\relax }{table.caption.2}{}}
\newlabel{perfmetric@cref}{{[table][1][]1}{[1][3][]4}}
\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces The performance metrics of the models on the test data.\relax }}{4}{table.caption.3}\protected@file@percent }
\newlabel{perfmetrictest}{{2}{4}{The performance metrics of the models on the test data.\relax }{table.caption.3}{}}
\newlabel{perfmetrictest@cref}{{[table][2][]2}{[1][3][]4}}
\@writefile{toc}{\contentsline {subsection}{\numberline {6.3}Analyzing the Performance}{4}{subsection.6.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {6.4}Overfitting and Underfitting}{5}{subsection.6.4}\protected@file@percent }
\newlabel{fig:featureImportanceDT}{{2(a)}{5}{\relax }{figure.caption.4}{}}
\newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][5][]5}}
\newlabel{sub@fig:featureImportanceDT}{{(a)}{5}{\relax }{figure.caption.4}{}}
\newlabel{sub@fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][5][]5}}
\newlabel{fig:featureImportanceRF}{{2(b)}{5}{\relax }{figure.caption.4}{}}
\newlabel{fig:featureImportanceRF@cref}{{[subfigure][2][2]2(b)}{[1][5][]5}}
\newlabel{sub@fig:featureImportanceRF}{{(b)}{5}{\relax }{figure.caption.4}{}}
\newlabel{sub@fig:featureImportanceRF@cref}{{[subfigure][2][2]2(b)}{[1][5][]5}}
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces The feature importance graphs for the Decision Tree model and the Random Forest model.\relax }}{5}{figure.caption.4}\protected@file@percent }
\newlabel{fig:}{{2}{5}{The feature importance graphs for the Decision Tree model and the Random Forest model.\relax }{figure.caption.4}{}}
\newlabel{fig:@cref}{{[figure][2][]2}{[1][5][]5}}
\@writefile{toc}{\contentsline {subsection}{\numberline {6.5}Feature Importance}{5}{subsection.6.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {7}Summary}{5}{section.7}\protected@file@percent }
\newlabel{perfmetric}{{1}{2}{The weighted averages of the performance metrics of the models on the validation data.\relax }{table.caption.1}{}}
\newlabel{perfmetric@cref}{{[table][1][]1}{[1][2][]2}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3}Caveats and restrictions}{2}{subsection.4.3}\protected@file@percent }
\newlabel{fig:featureImportanceDT}{{1(a)}{3}{\relax }{figure.caption.2}{}}
\newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][1]1(a)}{[1][3][]3}}
\newlabel{sub@fig:featureImportanceDT}{{(a)}{3}{\relax }{figure.caption.2}{}}
\newlabel{sub@fig:featureImportanceDT@cref}{{[subfigure][1][1]1(a)}{[1][3][]3}}
\newlabel{fig:featureImportanceRF}{{1(b)}{3}{\relax }{figure.caption.2}{}}
\newlabel{fig:featureImportanceRF@cref}{{[subfigure][2][1]1(b)}{[1][3][]3}}
\newlabel{sub@fig:featureImportanceRF}{{(b)}{3}{\relax }{figure.caption.2}{}}
\newlabel{sub@fig:featureImportanceRF@cref}{{[subfigure][2][1]1(b)}{[1][3][]3}}
\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces The confusion matricies of the Decision Tree model and the Random Forest model on the test data.\relax }}{3}{figure.caption.2}\protected@file@percent }
\newlabel{fig:}{{1}{3}{The confusion matricies of the Decision Tree model and the Random Forest model on the test data.\relax }{figure.caption.2}{}}
\newlabel{fig:@cref}{{[figure][1][]1}{[1][3][]3}}
\@writefile{toc}{\contentsline {section}{\numberline {5}Model Evaluations}{3}{section.5}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Analyzing the Confusion Matricies}{3}{subsection.5.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Analyzing Weighted Performance Metrics}{3}{subsection.5.2}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces The weighted averages of the performance metrics of the models on the test data.\relax }}{3}{table.caption.3}\protected@file@percent }
\newlabel{perfmetrictest}{{2}{3}{The weighted averages of the performance metrics of the models on the test data.\relax }{table.caption.3}{}}
\newlabel{perfmetrictest@cref}{{[table][2][]2}{[1][3][]3}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Analyzing the Performance}{4}{subsection.5.3}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces Class-wise performance metrics of the Decision Tree.\relax }}{4}{table.caption.4}\protected@file@percent }
\newlabel{dt_metrics}{{3}{4}{Class-wise performance metrics of the Decision Tree.\relax }{table.caption.4}{}}
\newlabel{dt_metrics@cref}{{[table][3][]3}{[1][4][]4}}
\@writefile{lot}{\contentsline {table}{\numberline {4}{\ignorespaces Class-wise performance metrics of the Random Forest.\relax }}{4}{table.caption.5}\protected@file@percent }
\newlabel{rf_metrics}{{4}{4}{Class-wise performance metrics of the Random Forest.\relax }{table.caption.5}{}}
\newlabel{rf_metrics@cref}{{[table][4][]4}{[1][4][]4}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{4}{subsection.5.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {6}Summary}{4}{section.6}\protected@file@percent }
\newlabel{fig:featureImportanceDT}{{2(a)}{5}{\relax }{figure.caption.6}{}}
\newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][4][]5}}
\newlabel{sub@fig:featureImportanceDT}{{(a)}{5}{\relax }{figure.caption.6}{}}
\newlabel{sub@fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][4][]5}}
\newlabel{fig:featureImportanceRF}{{2(b)}{5}{\relax }{figure.caption.6}{}}
\newlabel{fig:featureImportanceRF@cref}{{[subfigure][2][2]2(b)}{[1][4][]5}}
\newlabel{sub@fig:featureImportanceRF}{{(b)}{5}{\relax }{figure.caption.6}{}}
\newlabel{sub@fig:featureImportanceRF@cref}{{[subfigure][2][2]2(b)}{[1][4][]5}}
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces The feature importance graphs for the Decision Tree model and the Random Forest model based on the validation data.\relax }}{5}{figure.caption.6}\protected@file@percent }
\newlabel{fig:}{{2}{5}{The feature importance graphs for the Decision Tree model and the Random Forest model based on the validation data.\relax }{figure.caption.6}{}}
\newlabel{fig:@cref}{{[figure][2][]2}{[1][4][]5}}
\ttl@finishall
\newlabel{LastPage}{{}{5}{}{page.5}{}}
\xdef\lastpage@lastpage{5}