public void DoExperiment()
        {
            PriceSet          price_set  = ToolsPrice.GetPriceSet(ToolsPrice.DefaultSymbolGBPUSD);
            List <IIndicator> indicators = new List <IIndicator>();

            indicators.Add(new IndicatorRunningAverage(4));
            indicators.Add(new IndicatorRunningAverage(6));
            indicators.Add(new IndicatorRunningAverage(8));
            indicators.Add(new IndicatorRunningAverage(10));
            indicators.Add(new IndicatorRunningAverage(12));
            IIndicator feature_indicator = new IndicatorFusion(indicators);
            IIndicator label_indicator   = new IndicatorMagicProfit(60);



            MarketModelSimulation                market   = new MarketModelSimulation(1000, price_set);
            DataSet <double, double>             dataset  = ToolsTradingDataSet.CreateDataSet(market, feature_indicator, label_indicator);
            ITemplateModelLabel <double, double> template = null;//new TemplateModelLibSVMCSVC();
            IModelLabel <double, double>         model    = template.GenerateModel(dataset);

            //TODO change everyting into templates
            List <IIndicator> indicators_2 = new List <IIndicator>();

            indicators_2.Add(new IndicatorRunningAverage(4));
            indicators_2.Add(new IndicatorRunningAverage(6));
            indicators_2.Add(new IndicatorRunningAverage(8));
            indicators_2.Add(new IndicatorRunningAverage(10));
            indicators_2.Add(new IndicatorRunningAverage(12));
            IIndicator feature_indicator_2 = new IndicatorFusion(indicators_2);

            //Build actual incator

            IIndicator    indicator_0 = new IndicatorMagicProfit(60);
            IIndicator    indicator_1 = new IndicatorMachineLearning(feature_indicator_2, model, "Profit_long_ml");
            IList <Color> color_list  = new Color[] { Color.Black };
            IList <int>   index_list  = new int[] { 0 };

            ToolsTradingPlotting.PlotIndicatorResult(ToolsTradingDataSet.GetPath() + "indicator_0.png", price_set, indicator_0, color_list, index_list, false);
            ToolsTradingPlotting.PlotIndicatorResult(ToolsTradingDataSet.GetPath() + "indicator_1.png", price_set, indicator_1, color_list, index_list, false);
        }
 public IndicatorMachineLearning(IIndicator indicator, IModelLabel <double, double> model, string output_name)
     : base("IndicatorMagicLongProfit", new string[] { output_name })
 {
     this.indicator = indicator;
     this.model     = model;
 }