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. , Mathematical Programming, Ser. B, 108 (2006) instead of variance as in the Markowitz optimization problem.