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XLineRegression
//+------------------------------------------------------------------+
//| XLineRegression.mq5 |
//| Copyright © 2012, Ivan Kornilov |
//| excelf@gmail.com |
//+------------------------------------------------------------------+
#property copyright "Copyright © 2012, Ivan Kornilov"
#property link "excelf@gmail.com"
#property description ""
//---- indicator version number
#property version "1.00"
//---- drawing the indicator in the main window
#property indicator_chart_window
//---- number of indicator buffers 8
#property indicator_buffers 8
//---- Only 8 graphical plots are used
#property indicator_plots 8
//+-----------------------------------+
//| Declaration of constants |
//+-----------------------------------+
#define RESET 0 // the constant for getting the command for the indicator recalculation back to the terminal
//+--------------------------------------------+
//| Levels drawing parameters |
//+--------------------------------------------+
//---- drawing the levels as lines
#property indicator_type1 DRAW_LINE
#property indicator_type2 DRAW_LINE
#property indicator_type3 DRAW_LINE
#property indicator_type4 DRAW_LINE
#property indicator_type5 DRAW_LINE
#property indicator_type6 DRAW_LINE
#property indicator_type7 DRAW_LINE
#property indicator_type8 DRAW_LINE
//---- selection of levels colors
#property indicator_color1 DarkSlateGray
#property indicator_color2 Purple
#property indicator_color3 Red
#property indicator_color4 Blue
#property indicator_color5 Blue
#property indicator_color6 Red
#property indicator_color7 Purple
#property indicator_color8 DarkSlateGray
//---- levels are dott-dash curves
#property indicator_style1 STYLE_DASHDOTDOT
#property indicator_style2 STYLE_DASHDOTDOT
#property indicator_style3 STYLE_DASHDOTDOT
#property indicator_style4 STYLE_DASHDOTDOT
#property indicator_style5 STYLE_DASHDOTDOT
#property indicator_style6 STYLE_DASHDOTDOT
#property indicator_style7 STYLE_DASHDOTDOT
#property indicator_style8 STYLE_DASHDOTDOT
//---- Bollinger Bands width is equal to 1
#property indicator_width1 1
#property indicator_width2 1
#property indicator_width3 1
#property indicator_width4 1
#property indicator_width5 1
#property indicator_width6 1
#property indicator_width7 1
#property indicator_width8 1
//---- display the labels of Bollinger Bands levels
#property indicator_label2 "+4Sigma"
#property indicator_label3 "+3Sigma"
#property indicator_label4 "+2Sigma"
#property indicator_label5 "+1Sigma"
#property indicator_label6 "-1Sigma"
#property indicator_label7 "-2Sigma"
#property indicator_label8 "-3Sigma"
#property indicator_label9 "-4Sigma"
//+-----------------------------------+
//| Declaration of enumerations |
//+-----------------------------------+
enum Applied_price_ //Type od constant
{
PRICE_CLOSE_ = 1, //Close
PRICE_OPEN_, //Open
PRICE_HIGH_, //High
PRICE_LOW_, //Low
PRICE_MEDIAN_, //Median Price (HL/2)
PRICE_TYPICAL_, //Typical Price (HLC/3)
PRICE_WEIGHTED_, //Weighted Close (HLCC/4)
PRICE_SIMPL_, //Simpl Price (OC/2)
PRICE_QUARTER_, //Quarted Price (HLOC/4)
PRICE_TRENDFOLLOW0_, //TrendFollow_1 Price
PRICE_TRENDFOLLOW1_ //TrendFollow_2 Price
};
//+-----------------------------------+
//| Input parameters of the indicator|
//+-----------------------------------+
input int days=90; // number of days for average
input int period1 = 40; // period of the linear regression
input double step = 0.3; // step between the lines
input int degree=1; // regression degree
input Applied_price_ price=PRICE_CLOSE;//price constant
/* , used for calculation of the indicator ( 1-CLOSE, 2-OPEN, 3-HIGH, 4-LOW,
5-MEDIAN, 6-TYPICAL, 7-WEIGHTED, 8-SIMPL, 9-QUARTER, 10-TRENDFOLLOW, 11-0.5 * TRENDFOLLOW.) */
input int Shift=0; // horizontal shift of the indicator in bars
//+-----------------------------------+
//---- declaration of dynamic arrays that further
//---- will be used as Bollinger Bands indicator buffers
double ExtLineBuffer1[],ExtLineBuffer2[],ExtLineBuffer3[],ExtLineBuffer4[];
double ExtLineBuffer5[],ExtLineBuffer6[],ExtLineBuffer7[],ExtLineBuffer8[];
//---- Declaration of variables
ENUM_TIMEFRAMES myPeriod=PERIOD_D1;
double a[10][10];
double b[10];
double x[10];
double sx[20];
int period;
double avgDayRange;
//---- declaration of the integer variables for the start of data calculation
int min_rates_total;
//----Declaration of variables for storing the indicators handles
int SMA_Handle,LWMA_Handle;
//+------------------------------------------------------------------+
//| Regression indicator initialization function |
//+------------------------------------------------------------------+
void OnInit()
{
//---- Initialization of variables
period=period1*50*5*60/PeriodSeconds();
//---- Initialization of variables of the start of data calculation
min_rates_total=period+1;
//---- obtaining the indicators handles
LWMA_Handle=iMA(NULL,0,period,0,MODE_LWMA,price);
if(LWMA_Handle==INVALID_HANDLE)Print(" Failed to get handle of the LWMA indicator");
SMA_Handle=iMA(NULL,0,period,0,MODE_SMA,price);
if(SMA_Handle==INVALID_HANDLE)Print(" Failed to get handle of the SMA indicator");
//---- set dynamic arrays as indicator buffers
SetIndexBuffer(0,ExtLineBuffer1,INDICATOR_DATA);
SetIndexBuffer(1,ExtLineBuffer2,INDICATOR_DATA);
SetIndexBuffer(2,ExtLineBuffer3,INDICATOR_DATA);
SetIndexBuffer(3,ExtLineBuffer4,INDICATOR_DATA);
SetIndexBuffer(4,ExtLineBuffer5,INDICATOR_DATA);
SetIndexBuffer(5,ExtLineBuffer6,INDICATOR_DATA);
SetIndexBuffer(6,ExtLineBuffer7,INDICATOR_DATA);
SetIndexBuffer(7,ExtLineBuffer8,INDICATOR_DATA);
//---- set the position, from which the levels drawing starts
PlotIndexSetInteger(0,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(1,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(2,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(3,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(4,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(5,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(6,PLOT_DRAW_BEGIN,min_rates_total);
PlotIndexSetInteger(7,PLOT_DRAW_BEGIN,min_rates_total);
//---- restriction to draw empty values for the indicator
PlotIndexSetDouble(0,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(1,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(2,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(3,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(4,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(5,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(6,PLOT_EMPTY_VALUE,EMPTY_VALUE);
PlotIndexSetDouble(7,PLOT_EMPTY_VALUE,EMPTY_VALUE);
//---- indexing elements in the buffer as in timeseries
ArraySetAsSeries(ExtLineBuffer1,true);
ArraySetAsSeries(ExtLineBuffer2,true);
ArraySetAsSeries(ExtLineBuffer3,true);
ArraySetAsSeries(ExtLineBuffer4,true);
ArraySetAsSeries(ExtLineBuffer5,true);
ArraySetAsSeries(ExtLineBuffer6,true);
ArraySetAsSeries(ExtLineBuffer7,true);
ArraySetAsSeries(ExtLineBuffer8,true);
//---- initializations of variable for indicator short name
string shortname;
StringConcatenate(shortname,"XLinesReg(",days,", ",period1,", ",step,", ",EnumToString(price),")");
//--- creation of the name to be displayed in a separate sub-window and in a pop up help
IndicatorSetString(INDICATOR_SHORTNAME,shortname);
//---- determination of accuracy of displaying the indicator values
IndicatorSetInteger(INDICATOR_DIGITS,_Digits+1);
//---- end of initialization
}
//+------------------------------------------------------------------+
//| Regression iteration function |
//+------------------------------------------------------------------+
int OnCalculate(
const int rates_total, // amount of history in bars at the current tick
const int prev_calculated,// amount of history in bars at the previous tick
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[]
)
{
//---- checking the number of bars to be enough for calculation
if(BarsCalculated(SMA_Handle)<rates_total
|| BarsCalculated(LWMA_Handle)<rates_total
|| rates_total<min_rates_total) return(RESET);
//---- declaration of local variables
int limit,bar;
double PP;
//--- calculations of the necessary amount of data to be copied and
//----the limit starting number for loop of bars recalculation
if(prev_calculated>rates_total || prev_calculated<=0)// checking for the first start of calculation of an indicator
{
limit=rates_total-min_rates_total-1; // starting index for calculation of all bars
double summ=0;
for(int i=days-1; i>=0; i--)
{
double O[1],C[1];
//--- copy newly appeared data in the array
if(CopyOpen(Symbol(),myPeriod,i,1,O)<=0) return(RESET);
if(CopyClose(Symbol(),myPeriod,i,1,C)<=0) return(RESET);
summ+=MathAbs(C[0]-O[0]);
}
avgDayRange=summ/days;
}
else limit=rates_total-prev_calculated; // starting index for calculation of new bars
//---- indexing elements in arrays as timeseries
ArraySetAsSeries(open,true);
ArraySetAsSeries(high,true);
ArraySetAsSeries(low,true);
ArraySetAsSeries(close,true);
ArraySetAsSeries(time,true);
//---- first indicator calculation loop
for(bar=limit; bar>=0 && !IsStopped(); bar--)
{
if(degree==1) PP=regression_LRMA(bar);
else if(degree==2) PP=regression_QRMA(bar,open,low,high,close);
else PP=regressionPolynomial(bar,open,low,high,close);
if(PP==EMPTY_VALUE) return(RESET);
ExtLineBuffer1[bar]=PP + (avgDayRange * step * 4);
ExtLineBuffer2[bar]=PP + (avgDayRange * step * 3);
ExtLineBuffer3[bar]=PP + (avgDayRange * step * 2);
ExtLineBuffer4[bar]=PP + (avgDayRange * step * 1);
ExtLineBuffer5[bar]=PP - (avgDayRange * step * 1);
ExtLineBuffer6[bar]=PP - (avgDayRange * step * 2);
ExtLineBuffer7[bar]=PP - (avgDayRange * step * 3);
ExtLineBuffer8[bar]=PP - (avgDayRange * step * 4);
}
//----
return(rates_total);
}
//+------------------------------------------------------------------+
//| PriceSeries() function |
//+------------------------------------------------------------------+
double PriceSeries
(
uint applied_price,// Price constant
uint bar, // Index of shift relative to the current bar for a specified number of periods back or forward).
const double &Open[],
const double &Low[],
const double &High[],
const double &Close[]
)
//PriceSeries(applied_price, bar, open, low, high, close)
//+ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -+
{
//----
switch(applied_price)
{
//---- Price constants from the ENUM_APPLIED_PRICE enumeration
case PRICE_CLOSE: return(Close[bar]);
case PRICE_OPEN: return(Open [bar]);
case PRICE_HIGH: return(High [bar]);
case PRICE_LOW: return(Low[bar]);
case PRICE_MEDIAN: return((High[bar]+Low[bar])/2.0);
case PRICE_TYPICAL: return((Close[bar]+High[bar]+Low[bar])/3.0);
case PRICE_WEIGHTED: return((2*Close[bar]+High[bar]+Low[bar])/4.0);
//----
case 8: return((Open[bar] + Close[bar])/2.0);
case 9: return((Open[bar] + Close[bar] + High[bar] + Low[bar])/4.0);
//----
case 10:
{
if(Close[bar]>Open[bar])return(High[bar]);
else
{
if(Close[bar]<Open[bar])
return(Low[bar]);
else return(Close[bar]);
}
}
//----
case 11:
{
if(Close[bar]>Open[bar])return((High[bar]+Close[bar])/2.0);
else
{
if(Close[bar]<Open[bar])
return((Low[bar]+Close[bar])/2.0);
else return(Close[bar]);
}
break;
}
//----
default: return(Close[bar]);
}
//----
//return(0);
}
//+------------------------------------------------------------------+
//| Custom indicator iteration function |
//+------------------------------------------------------------------+
double ma_qwma(int shift,const double &Open[],const double &Low[],const double &High[],const double &Close[])
{
//----
double sum=0;
int j,i;
for(j=shift,i=1; j<shift+period; j++,i++) sum+=PriceSeries(price,j,Open,Low,High,Close)*MathPow(period-i+1,2);
double value=6.0/(period *(period+1) *(2*period+1));
//----
return(value*sum);
}
//+------------------------------------------------------------------+
//| Custom indicator iteration function |
//+------------------------------------------------------------------+
double regression_QRMA(int shift,const double &Open[],const double &Low[],const double &High[],const double &Close[])
{
//----
double sma[1],lwma[1];
//---- copy newly appeared data into the arrays
if(CopyBuffer(SMA_Handle,0,shift,1,sma)<=0) return(EMPTY_VALUE);
if(CopyBuffer(LWMA_Handle,0,shift,1,lwma)<=0) return(EMPTY_VALUE);
double qwma=ma_qwma(shift,Open,Low,High,Close);
double value=3.0*sma[0]+qwma *(10-15/(period+2))-lwma[0]*(12-15/(period+2));
//----
return(value);
}
//+------------------------------------------------------------------+
//| Custom indicator iteration function |
//+------------------------------------------------------------------+
double regressionPolynomial(int shift,const double &Open[],const double &Low[],const double &High[],const double &Close[])
{
//----
sx[1]=period+1;
int degree1=degree+1;
int max=degree1*2-2;
for(int i=1; i<=max; i++)
{
sx[i+1]=0;
for(int n=0;n<=period; n++) sx[i+1]+=MathPow(n,i);
}
double t;
for(int i=1; i<=degree1; i++)
{
b[i]=0;
for(int n=0; n<=period; n++)
{
if(i==1) b[i]+=PriceSeries(price,n+shift,Open,Low,High,Close);
else b[i]+=PriceSeries(price,n+shift,Open,Low,High,Close)*MathPow(n,i-1);
}
}
for(int j=1;j<=degree1; j++)
{
for(int i=1; i<=degree1; i++)
{
int k=i+j-1;
a[i][j]=sx[k];
}
}
for(int k=1; k<=degree1-1; k++)
{
int l=0;
double mm=0;
for(int i=k; i<=degree1; i++)
{
if(MathAbs(a[i][k])>mm)
{
mm= MathAbs(a[i][k]);
l = i;
}
}
if(l==0) return(0);
if(l!=k)
{
for(int j=1; j<=degree1; j++)
{
t=a[k][j];
a[k][j] = a[l][j];
a[l][j] = t;
}
t=b[k];
b[k] = b[l];
b[l] = t;
}
double div=0;
for(int i=k+1;i<=degree1; i++)
{
div=a[i][k]/a[k][k];
for(int j=1;j<=degree1; j++)
{
if(j==k) a[i][j]=0;
else a[i][j]=a[i][j]-div*a[k][j];
}
b[i]=b[i]-div*b[k];
}
}
x[degree1]=b[degree1]/a[degree1][degree1];
for(int i=degree; i>=1; i--)
{
t=0;
for(int j=1; j<=degree1-i; j++)
{
t+=a[i][i+j]*x[i+j];
x[i]=(1/a[i][i]) *(b[i]-t);
}
}
double value=x[1];
for(int i=1; i<=degree; i++) value+=x[i+1]*MathPow(period,i);
//----
return(value);
}
//+------------------------------------------------------------------+
//| Custom indicator iteration function |
//+------------------------------------------------------------------+
double regression_LRMA(int shift)
{
//----
double sma[1],lwma[1];
//---- copy newly appeared data into the arrays
if(CopyBuffer(SMA_Handle,0,shift,1,sma)<=0) return(EMPTY_VALUE);
if(CopyBuffer(LWMA_Handle,0,shift,1,lwma)<=0) return(EMPTY_VALUE);
//----
return(3*lwma[0]-2*sma[0]);
}
//+------------------------------------------------------------------+
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