Provide solution in mathematical term not python.

Maximal$-$Margin Classifier. $(15$ points$)$ Consider a binary classification problem in R$^(2),$ the

training set with $6$ samples is given as below:

i $123456$

Xi$101-1233$

Xi$20-11232$

Yi $111-1-1-1$

$($a$)(5$ points$)$Plot the data sample on a $2$D plane, and draw the decision boundary obtained

by the Maximal$-$Margin Classifier. Write down the equation for the boundary.

$($b$)(5$ points$)$What is the value for w$\_(1),$w$\_(2),$b and $\backslash$gamma $?$ What is the the margin?

$($c$)(5$ points$)$ Among all the data samples above, find one data sample that if it is removed,

the Maximal$-$Margin Classifier boundary will change. What is the equation for the new

boundary?