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Exercise 1 : Feature Map Let x , y i n R 2 , i . e . x = ( x 1 , x

Exercise 1: Feature Map
Let x,yinR2, i.e.x=(x1,x2) and y=(y1,y2). Define polynomial kernel K:R2R2R by K(x,y)=(xTTy)2. Find the feature map :R2RD. Please specify the dimension D.
Consider the same kernel function K(x,y)=(xTTy)2 which is defined on R3R3 in this part, i.e.x,yinR3. What is the feature map :R3RD? What is the dimension D?
In general, suppose that x,yinRd and polynomial kernel is defined as K(x,y)=(xTTy)2. Without writing the feature map :RdRD explicitly, write down the dimension D as a function of input dimension d.
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