Nonlinear regression

Author: © mladen, 2018
Price Data Components
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Nonlinear regression
ÿþ//------------------------------------------------------------------

#property copyright   "© mladen, 2018"

#property link        "mladenfx@gmail.com"

#property description "Nonlinear regression"

//+------------------------------------------------------------------

#property indicator_chart_window

#property indicator_buffers 4

#property indicator_plots   1

#property indicator_label1  "Nonlinear regression"

#property indicator_type1   DRAW_COLOR_LINE

#property indicator_color1  clrDarkGray,clrDeepPink,clrLimeGreen

#property indicator_width1  2

//--- input parameters

input int                inpPeriod = 50;          // Period

input ENUM_APPLIED_PRICE inpPrice  = PRICE_CLOSE; // Price

//--- indicator buffers

double val[],valc[];

//+------------------------------------------------------------------+ 

//| Custom indicator initialization function                         | 

//+------------------------------------------------------------------+ 

int OnInit()

  {

//--- indicator buffers mapping

   SetIndexBuffer(0,val,INDICATOR_DATA);

   SetIndexBuffer(1,valc,INDICATOR_COLOR_INDEX);

//--- indicator short name assignment

   IndicatorSetString(INDICATOR_SHORTNAME,"Nonlinear regression ("+(string)inpPeriod+")");

//---

   return (INIT_SUCCEEDED);

  }

//+------------------------------------------------------------------+

//| Custom indicator de-initialization function                      |

//+------------------------------------------------------------------+

void OnDeinit(const int reason)

  {

  }

//+------------------------------------------------------------------+

//| Custom indicator iteration function                              |

//+------------------------------------------------------------------+

int OnCalculate(const int rates_total,const int prev_calculated,const datetime &time[],

                const double &open[],

                const double &high[],

                const double &low[],

                const double &close[],

                const long &tick_volume[],

                const long &volume[],

                const int &spread[])

  {

   if(Bars(_Symbol,_Period)<rates_total) return(prev_calculated);

   for(int i=(int)MathMax(prev_calculated-1,0); i<rates_total && !IsStopped(); i++)

     {

      val[i]=iNlr(getPrice(inpPrice,open,close,high,low,i,rates_total),inpPeriod,i,0,rates_total);

      valc[i]=(i>0) ?(val[i]>val[i-1]) ? 2 :(val[i]<val[i-1]) ? 1 : valc[i-1]: 0;

     }

   return(rates_total);

  }

//+------------------------------------------------------------------+

//| Custom functions                                                 |

//+------------------------------------------------------------------+

double workNlr[][1];

double nlrYValue[];

double nlrXValue[];

//

//---

//

double iNlr(double price,int Length,int shift,int desiredBar,int bars,int instanceNo=0)

  {

   if(ArrayRange(workNlr,0)!=bars) ArrayResize(workNlr,bars);

   if(ArraySize(nlrYValue)!=Length) ArrayResize(nlrYValue,Length);

   if(ArraySize(nlrXValue)!=Length) ArrayResize(nlrXValue,Length);

//

//---

//

   double AvgX = 0;

   double AvgY = 0;

   int r=shift;

   workNlr[r][instanceNo]=price;

   ArrayInitialize(nlrXValue,0);

   ArrayInitialize(nlrYValue,0);

   for(int i=0;i<Length && (r-i)>=0;i++)

     {

      nlrXValue[i] = i;

      nlrYValue[i] = workNlr[r-i][instanceNo];

      AvgX  += nlrXValue[i];

      AvgY  += nlrYValue[i];

     }

   AvgX /= Length;

   AvgY /= Length;

//

//---

//

   double SXX   = 0;

   double SXY   = 0;

   double SYY   = 0;

   double SXX2  = 0;

   double SX2X2 = 0;

   double SYX2  = 0;



   for(int i=0;i<Length;i++)

     {

      double XM  = nlrXValue[i] - AvgX;

      double YM  = nlrYValue[i] - AvgY;

      double XM2 = nlrXValue[i] * nlrXValue[i] - AvgX*AvgX;

      SXX   += XM*XM;

      SXY   += XM*YM;

      SYY   += YM*YM;

      SXX2  += XM*XM2;

      SX2X2 += XM2*XM2;

      SYX2  += YM*XM2;

     }

//

//---

//

   double tmp;

   double ACoeff=0;

   double BCoeff=0;

   double CCoeff=0;



   tmp=SXX*SX2X2-SXX2*SXX2;

   if(tmp!=0)

     {

      BCoeff = ( SXY*SX2X2 - SYX2*SXX2 ) / tmp;

      CCoeff = ( SXX*SYX2  - SXX2*SXY )  / tmp;

     }

   ACoeff = AvgY   - BCoeff*AvgX       - CCoeff*AvgX*AvgX;

   tmp    = ACoeff + BCoeff*desiredBar + CCoeff*desiredBar*desiredBar;

   return(tmp);

  }

//

//---

//

double getPrice(ENUM_APPLIED_PRICE tprice,const double &open[],const double &close[],const double &high[],const double &low[],int i,int _bars)

  {

   if(i>=0)

      switch(tprice)

        {

         case PRICE_CLOSE:     return(close[i]);

         case PRICE_OPEN:      return(open[i]);

         case PRICE_HIGH:      return(high[i]);

         case PRICE_LOW:       return(low[i]);

         case PRICE_MEDIAN:    return((high[i]+low[i])/2.0);

         case PRICE_TYPICAL:   return((high[i]+low[i]+close[i])/3.0);

         case PRICE_WEIGHTED:  return((high[i]+low[i]+close[i]+close[i])/4.0);

        }

   return(0);

  }

//+------------------------------------------------------------------+

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