Simple kernels on vector-data
o
Linear kernel:
k(x,z) = x
T
z
n
à
equivalent to linear algorithm
o
Polynomial kernel:
k(x,z) = (1+x
T
z)
d
n
à
embedding in space of monomials up
to degree d
o
Gaussian kernel:
k(x,z) = exp(-||x-z||
2
/2
s
)
n
à
embedding in infinite-dimensional
space