Consider the dataset with six datapoints : {(x1, y1), (x2, y2), ..., (x6, y6)}, where x1 = \(\begin{bmatrix} 1 \\ 0 \end{bmatrix}\), x2 = \(\begin{bmatrix} 0 \\ 1 \end{bmatrix}\), x3 = \(\begin{bmatrix} 0 \\ -1 \end{bmatrix}\), x4 = \(\begin{bmatrix} -1 \\ 0 \end{bmatrix}\), x5 = \(\begin{bmatrix} 2\\ 2 \end{bmatrix}\), x6 = \(\begin{bmatrix} -2 \\ -2 \end{bmatrix}\) and the labels are given by y1 = y2 = y5 = 1, and y3 = y4 = y6 = -1 .A hard margin linear support vector machine is trained on the above dataset. Which ONE of the following sets is a possible set of support vectors?
- {x1, x2, x5}
- {x3, x4, x5}
- {x4, x5}
- {x1, x2, x3, x4}
The Correct Option is D
Solution and Explanation
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