Gotoh, Jun-ya; Takeda, Akiko - In: European Journal of Operational Research 217 (2012) 2, pp. 371-380
In this paper, we derive a portfolio optimization model by minimizing upper and lower bounds of loss probability. These bounds are obtained under a nonparametric assumption of underlying return distribution by modifying the so-called generalization error bounds for the support vector machine,...