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Trading strategy is very important in today's financial market. It will be useful to understand the trend of trading market in advance. The optimization algorithms implemented with the technical indicators shows significant improvement in the prediction of the trading strategy signals as compared to the traditional methods. Moreover, flexibility of the optimization algorithms to integrate with various technical indicators gives way to improve the proposed trading strategy model.