# Automatic Movie Tag Generation System for Improving the Recommendation System
## 5 Results
### Results of Automatic Tag Generation System
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline
**No.** & **Title** & **Genre** & **Movie Tag** & **Country** & **Result** \\ \hline \multirow{3}{*}{1} & \multirow{3}{*}{Assassins} & Real Tag & Action, Crime, Thriller & violence, romantic, assist & US & \\ \cline{3-6}  & & Proposed Tag & Crime & violence, romantic & Anglosphere & PM \\ \hline \multirow{3}{*}{2} & \multirow{3}{*}{Beautiful Girls} & Real Tag & Comedy, Drama, Romances & violence, romantic, humor, atmospheric & US & \\ \cline{3-6}  & & Proposed Tag & Comedy & romantic & Anglosphere & PM \\ \hline \multirow{3}{*}{3} & \multirow{3}{*}{Blood sport 3} & Real Tag & Action, Sport & violence & US & \\ \cline{3-6}  & & Proposed Tag & Action & violence, comedy & Anglosphere & PM \\ \hline \multirow{3}{*}{4} & Bottle & Real Tag & Comedy, Crime, Drama & romantic, humor & US & PM \\ \cline{3-6}  & & Proposed Tag & Comedy & romantic, comedy & Anglosphere & PM \\ \hline \multirow{3}{*}{5} & \multirow{3}{*}{Braveheart} & \multirow{3}{*}{Real Tag} & Biography, Drama, & violence, romantic, action, & \\  & & & Hristory & dramatic, inspiring & US & \\ \cline{3-6}  & & Proposed Tag & Drama & violence, suspenseful, atmospheric & Anglosphere & PM \\ \hline \multirow{3}{*}{6} & \multirow{3}{*}{Desperado} & \multirow{3}{*}{Real Tag} & Action, Crime, Thriller & violence, romantic, comedy, & US & \\  & & & & humor, action, mystery & PM & PM \\ \cline{3-6}  & & Proposed Tag & Action & violence & Anglosphere & \\ \hline \multirow{3}{*}{7} & \multirow{3}{*}{Drive} & \multirow{3}{*}{Real Tag} & Action, & & & \\  & & & Adventure, & Comedy & & \\ \cline{3-6}  & & Proposed Tag & Action & violence, comedy & Anglosphere & PM \\ \hline \multirow{3}{*}{8} & \multirow{3}{*}{Escape from L.A.} & \multirow{3}{*}{Real Tag} & Action, & & & \\  & & & Adventure, & Sci-Fi & & \\ \cline{3-6}  & & Proposed Tag & Action & violence, comedy & Anglosphere & PM \\ \hline \multirow{3}{*}{9} & \multirow{3}{*}{Executive Decision} & \multirow{3}{*}{Real Tag} & Action, & & & \\  & & Real Tag & Adventure, & Thriller & & \\ \cline{3-6}  & & Proposed Tag & Action & violence & Anglosphere & PM \\ \hline \multirow{3}{*}{10} & \multirow{3}{*}{House Arrest} & Real Tag & Comedy, Family & romantic & US & \\ \cline{3-6}  & & Proposed Tag & Comedy & romantic & Anglosphere & AM \\ \hline \multirow{3}{*}{11} & \multirow{3}{*}{In the Mouth of Madness} & \multirow{3}{*}{Real Tag} & Drama, Fantasy, & violence, comedy, & \\  & & & Horror & suspenseful, fantasy & US & PM \\ \cline{3-6}  & & Proposed Tag & Drama & violence & Anglosphere & PM \\ \hline \multirow{3}{*}{12} & \multirow{3}{*}{Kids} & Real Tag & Drama & violence & US & PM \\ \cline{3-6}  & & Proposed Tag & Drama & violence, suspenseful & Anglosphere & PM \\ \hline \multirow{3}{*}{13} & \multirow{3}{*}{Leaving Las Vegas} & \multirow{3}{*}{Real Tag} & Drama, Romance & romantic, dramatic, dark, atmospheric, depressing & US & PM \\ \cline{3-6}  & & Proposed Tag & Drama & romantic & Anglosphere & PM \\ \hline \multirow{3}{*}{14} & \multirow{3}{*}{[PERSON]} & \multirow{3}{*}{Real Tag} & Comedy, & romantic, comedy, humor, comic & US & PM \\ \cline{3-6}  & & Proposed Tag & Comedy & violence, comedy & Anglosphere & PM \\ \hline \multirow{3}{*}{15} & \multirow{3}{*}{[PERSON]} & \multirow{3}{*}{Real Tag} & Adventure, & & & \\  & & & Comedy & humor & US & PM \\ \cline{3-6}  & & Proposed Tag & Comedy & comedy & Anglosphere & PM \\ \hline \hline \end{tabular}
\end{table} 
Table 4: Comparison of real tags and tags generated from the proposed system (15 randomly selected in dataset). PM means partially matched; AM means all matched. Our work also shows an accuracy score result value of 86.84% for the test dataset. Although there is a difference in the number of actual tags, it can be confirmed that the extracted tags are included in the actual tags. The number of tags can be solved by increasing classification items or adding keywords in the system.