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In this study we consider different statistical arbitrage strategies and prove the existence of statistical arbitrage portfolios in the Black-Scholes framework.We show that if there exists at least one stock in an economy with a Sharpe ratio larger than half of the volatility of the stock,a statistical arbitrage trading strategy can be designed.We derive analytical formulas for the expected value and probability of loss of our statistical arbitrage portfolios.