Does anyone have any knowledge of machine learning feature selection for currency pairs? (High volatility, low volatility, bearish trend, and bullish trend) 

I want to improve the prediction performance of the predictors and to provide faster and more robust estimation of model parameters. I want to use Support Vectors Machines for this.