With the distance kernel one can use any of the following distance metrics: 
MINKOWSKI MANHATTAN HAMMING CANBERRA CHEBYSHEW GEODESIC JENSEN CHISQUARE TANIMOTO COSINE BRAYCURTIS EUCLIDIAN
