## 4 Experimental Results
### Discussion  
The analysis results of the two models with the highest success rates among the models proposed in the study (two outputs) were compared with the analysis results of the studies in the literature. The results obtained are given in Table 9.  
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline
**References** & **Datasets** & **Analysis Method** & **Features** & **Creating Image Method** & **Algorithms** & **Classification Performance** \\ \hline \hline  & & & & & Deep Learning \\  & & & & & Accuracy \\  & & & & deep neural network, 48 & 91.8\% \\
[34] & AMD & static & apk file & Binary to an image & (48), Random Forest (RF), Random Tree (RT), Bayesian Network (8N), and AdaBoost & Precision 85.9\% \\ \hline  & & & & & Recall \\  & & & & & 87.8\% \\ \hline
[36] & Virus-Share & static & apk file & Binary to an image & CNN & Accuracy \\  & & & & & 90\% \\ \hline
[37] & - & static & apk file & Binary to an image & CNN & \begin{tabular}{c} Unbalanced dataset \\ Accuracy \\ 74\% \\ 95.9\% \\ \end{tabular}  \\ \hline  & & & & & & Accuracy \\  & & & & & 93\% \\ \hline
[40] & AMD & static & classes.dex file & Binary to an image & CNN & \begin{tabular}{c} F-measure \\ 94\% \\ Precision \\ 93.6\% \\ \end{tabular}  \\ \hline  & & & & & & & Recall \\  & & & & & 94.4\% \\ \hline  & & & & & Accuracy \\  & & & & & 93.6\% \\ \hline  & & & & & & Accuracy \\  & & & & & 93.6\% \\ \hline  & & & & & & \\  & & & & & & F-measure \\
[42] & Drebin & static & classes.dex file & Binary to an image & CNN & \begin{tabular}{c} Precision \\ 90.16 \\ \end{tabular}  \\ \hline  & & & & & & Recall \\  & & & & & 90.96\% \\ \hline  & & & & & Accuracy \\
[49] & \multirow{4}{*}{CICMaDroid 2020} & \multirow{4}{*}{static} & \multirow{4}{*}{classes.dex file} & \multirow{4}{*}{Binary to an image} & \multirow{4}{*}{CNN} & \begin{tabular}{c} Accuracy \\ 99\% \\ \end{tabular}  \\ \cline{5-5}  & & & & & & & 95.1\% \\ \cline{5-5}  & & & & & & Accuracy \\
[50] & \multirow{4}{*}{[PERSON]} & \multirow{4}{*}{static} & \multirow{4}{*}{classes.dex file} & \multirow{4}{*}{Binary to an image} & \multirow{4}{*}{CNN} & \begin{tabular}{c} Accuracy \\ 99\% \\ \end{tabular}  \\ \cline{5-5}  & & & & & & 99.5\% \\ \hline  & & & & & Accuracy \\
[50] & \multirow{4}{*}{Drebin} & \multirow{4}{*}{static} & \multirow{4}{*}{classes.dex file} & \multirow{4}{*}{Binary to an image} & \multirow{4}{*}{CNN} & \begin{tabular}{c} Accuracy \\ 99\% \\ \end{tabular}  \\ \cline{5-5}  & & & & & & 99.5\% \\ \hline  & & & & & Accuracy \\
[50] & \multirow{4}{*}{Drebin} & \multirow{4}{*}{static} & \multirow{4}{*}{class.dex file} & \multirow{4}{*}{Binary to an image} & \multirow{4}{*}{CNN} & \begin{tabular}{c} F1 Score \\ 97.9\% \\ \end{tabular}  \\ \cline{5-5}  & & & & & & 97.8\% \\ \hline  & & & & & Recall \\ \begin{tabular}{c} Accuracy \\ 99\% \\ \end{tabular}  \\ \hline  & & & & & & & \\
[50] & \multirow{4}{*}{[PERSON]} & \multirow{4}{*}{static} & \multirow{4}{*}{Binary to an image} & \multirow{4}{*}{CNN} & \begin{tabular}{c} F1 Score \\ 97.9\% \\ \end{tabular}  \\ \cline{5-5}  & & & & & & 97.8\% \\ \hline  & & & & & Recall \\
[50] & \multirow{4}{*}{[PERSON]} & \multirow{4}{*}{static} & \multirow{4}{*}{Binary to an image} & \multirow{4}{*}{CNN} & \begin{tabular}{c} Recall \\ 98.1\% \\ \end{tabular}  \\ \cline{5-5}  & & & & & & \ \begin{tabular}{c} Recall \\ 98.1\% \\ \end{tabular}  \\ \hline  & & & & & & \begin{tabular}{c} Certificate file, \\ \end{tabular}  \\
[50] & \multirow{4}{*}{Drebin} & \multirow{4}{*}{static} & \multirow{4}{*}{Binary to an image} & \begin{tabular}{c} F1 Score \\ (if feature exists: 1; \\ otherwise: 0) \\ \end{tabular}