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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 comma negative 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 divided by end cell row cell divided by end cell end table close parentheses. and are support vectors.
Step by step explain the reason for your choice and Identify all the statements that are correct.
A
is a support vector belonging to class and is a support vector belonging to class
B
is a support vector belonging to class and is a support vector belonging to class
C
The distance from either support vector to the decision boundary is
D
A test point is predicted to be in class
E
A test point is predicted to be in class
F
The Euclidean distance between support vectors and is greater than twice the distance of either point to the decision boundary
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