Algorithms

Without PCA

With PCA

Accuracy

Confusion Matrix

Accuracy

Confusion Matrix

KNN

71%

$\left[\begin{array}{cc}563& 114\\ 176& 147\end{array}\right]$

71.4%

$\left[\begin{array}{cc}560& 117\\ 169& 154\end{array}\right]$

GNB

71.1%

$\left[\begin{array}{cc}585& 92\\ 197& 126\end{array}\right]$

71.1%

$\left[\begin{array}{cc}585& 92\\ 197& 126\end{array}\right]$

SVM

72%

$\left[\begin{array}{cc}613& 64\\ 216& 107\end{array}\right]$

71.3%

$\left[\begin{array}{cc}577& 100\\ 187& 136\end{array}\right]$

GBC

72%

$\left[\begin{array}{cc}569& 108\\ 172& 151\end{array}\right]$

72%

$\left[\begin{array}{cc}569& 108\\ 172& 151\end{array}\right]$

Voting Classifier

71.6%

$\left[\begin{array}{cc}631& 46\\ 238& 85\end{array}\right]$

72.1%

$\left[\begin{array}{cc}591& 86\\ 193& 130\end{array}\right]$

RFC

72.7%

$\left[\begin{array}{cc}576& 101\\ 172& 151\end{array}\right]$

72.6%

$\left[\begin{array}{cc}577& 100\\ 174& 149\end{array}\right]$

Decision Trees

72.8%

$\left[\begin{array}{cc}579& 98\\ 174& 149\end{array}\right]$

72.8%

$\left[\begin{array}{cc}579& 98\\ 174& 149\end{array}\right]$