Before revision:  The risk is assessed by deviation measures introduced by Rockafellar et al.  (2006)  instead of variance as in the Markowitz optimization problem.
After revision:  The risk is assessed by deviation measures introduced by Rockafellar et al. (2006) , pp. 515-540 instead of variance as in the Markowitz optimization problem.