With the efficacy of proposed empirically model, the research contents have developed dedicated software system and conducted comprehensive experimental evaluations. The empirical results have demonstrated the model achieves superior performance in both risk mitigation and return maximization, offered investors robust decision-making support. The researches were contributed to the field of financial investment and methodological advancements for intelligent decision support systems by providing novel theoretical insights.