9 minimizes L() on D. 1: Compute true loss L(e|e r ) ∀e ∈ N (f ) for All pair e i , e j ∈ N (f ) do Add (e i , e j ) to P if L(e i |e r ) < L(e j |e r ) 6: end for 7: end for 8: .
in light of the fact that posterior probabilities p(e|f ) are not reliable, we directly compute the true loss (using a development set) and ensure that our GMBR decision rule minimizes this loss.