A new method for getting fuzzy number from data without expert’s inputs is proposed. Credibilistic models with return and illiquidity of entire portfolio are considered. A new GA is proposed to solve cardinality constrained portfolio optimization models. Credibilistic Sharpe ratio is used to compare the performance of models proposed.