Question: 6. Consider the polynomial kernel function K : (R2, R?) + R defined by K(x, y) = (aTy + 1)2. The associated feature map o

6. Consider the polynomial kernel function K : (R2, R?) + R defined by K(x, y) = (aTy + 1)2. The associated feature map o and the feature space H are given explicitly as in the following 9:x= (21,12) - 6(x) = (V2x1, v2x2, x], 23, V20142 1) ER6 := H. This feature map takes the data from a two-dimensional to a six-dimensional space in a way that linear relations in the feature space correspond to quadratic relations in the input space. Prove that indeed o and H satisfies K(x, y) = (9(x), (y)), and prove k is symmetric positive semi-definite (SPSD)
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