Breast cancer is one of the major death causing diseases of women around the globe.The best results achieve using the CFS-PSO with synthetic minority oversampling technique and random forest.The combination of many techniques can improve the models, we hybrid two meta-heuristic algorithms, namely particle swarm optimization (PSO) and genetic search methods.