Here is described that the square root of a matrix is defined as
K^1/2 = V*D^1/2*V^-1
At the end of scetion 4 of this paper we can see W = K^-1/2es
In the matlab code in createHashTable.m at line 24 we have:
K_half = V_K*diag(d_k)* V_K';
As you can see the last term is V_K' and not V_K^-1. Why?
If K is symmetric then there exists an ortho-normal basis, and $V^{-1} = V^T$