Every kernel function definition I have found has that it integrates to 1 and that the expectation is 0. However there is a third condition which I've seen a couple of times (but not everywhere) which is that the variance is finite. What does this mean for the kernel? (My guess is that it can't tend to infinity)
Also, what would it mean if the integral of K^2 is finite?