 generated by the adjacency matrix
 generated by the adjacency matrix  
 
![\[ d^2(i,j)=\begin{cases} 0,&\text{if $i=j$}\\ 1,&\text{if $i$ and $j$ are non adjacent}\\ 1-\frac{1}{\sqrt{d(i)d(j)}},&\text{otherwise} \end{cases}\]](form_25.png) 
 Remark that the matrix  is symmetric, stochastic and hence have real eigenvalues, the largest one being equal to
 is symmetric, stochastic and hence have real eigenvalues, the largest one being equal to  . Nevertheless, a multigraph is not reconstructible from this distance as replacing every edge by
. Nevertheless, a multigraph is not reconstructible from this distance as replacing every edge by  parallel edges does not affect the distances between the vertices.
 parallel edges does not affect the distances between the vertices. 
 1.5.4
 1.5.4