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An empirical study on technical analysis: GARCH (1, 1) model
Authors:Show-Lin Chen  Rwei-Ju Chuang
Institution:1. Department of Economics, Fu-Jen Catholic University, #510, Chung-Cheng Road, New Taipei City 242, Taiwan;2. Department of Statistics and Information Science, Fu-Jen Catholic University, #510, Chung-Cheng Road, New Taipei City 242, Taiwan
Abstract:One of the deficits of the common Bollinger band is that it fails to consider the fat tails/leptokurtosis often exists in financial time series. An adjusted Bollinger band generated by rolling GARCH regression method is proposed in this study. The performance of the adjusted Bollinger band strategy on EUR, GBP, JPY, and AUD vs. USD foreign exchange trading is evaluated. Results show that in general, the adjusted Bollinger band performs better than the traditional one in terms of success ratios, net successes, and profit. In addition, no matter there is transaction cost or not, only adjusted Bollinger strategies are recommended for investors. Adjusted Bollinger band strategies with MA 5 or 10 are recommended for EUR, GBP, and JPY. Adjusted Bollinger strategy with MA 20 is the recommended strategies for AUD.
Keywords:technical analysis  Bollinger band  rolling regression  GARCH(1  1)  exchange rate
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