the histogram intersection kernel, it is not possible to explicitly define the embedding map (Shawe-Taylor and Cristianini, 2004), and the only solution is to adopt option (i) and compute the corresponding kernel matrix directly.
we combine HISK and BOSWE in the dual (kernel) form, by simply summing up the two corresponding kernel matrices.