Question: A binary classification task with input vectors bold x subscript n and targets t subscript n element of left curly bracket plus 1 comma negative

A binary classification task with input vectors bold x subscript n and targets t subscript n element of left curly bracket plus 1 comma negative 1 right curly bracket is perfectly achieved by a support vector machine classifier y with hat on top left parenthesis bold x right parenthesis equals w to the power of T bold f left parenthesis bold x right parenthesis plus b, where bold f left parenthesis bold x right parenthesis are feature vectors. The weight vector that achieves this is bold italic w space equals space open parentheses table row cell 1 divided by 2 end cell row cell 1 divided by 3 end cell end table close parentheses. (-6.,6.) and (-3.0,-4.5) are support vectors.
Step by step explain the reason for your choice and Identify all the statements that are correct.
A.
(-6.,6.) is a support vector belonging to class +1 and (-3.0,-4.5) is a support vector belonging to class -1.
B.
(-6.,6.) is a support vector belonging to class -1 and (-3.0,-4.5) is a support vector belonging to class +1.
C.
The distance from either support vector to the decision boundary is 1.66
D.
A test point (2,-7) is predicted to be in class +1.
E.
A test point (2,-7) is predicted to be in class -1.
F.
The Euclidean distance between support vectors (-6.,6.) and (-3.0,-4.5) is greater than twice the distance of either point to the decision boundary

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