Some recommended books:

A. A. Khan, Chr. Tammer and C. Zălinescu : Set-valued Optimization: An Introduction with Applications, Springer, 2015

A. Ben-Tal, L. Ghaoui and A. Nemirovski : Robust Optimization, Princeton University Press, 2009