Forex Linear Regression Lesson
Discover how to use linear regression in forex trading to predict price trends and make data-driven decisions.
Understanding Linear Regression in Forex Trading
Linear regression is a statistical tool used in forex trading to analyze price trends and forecast future movements. By fitting a straight line to historical price data, traders can identify the direction and strength of a trend, helping them decide when to enter or exit trades.
Key Concepts
- Slope: Indicates the trend direction (positive = uptrend, negative = downtrend).
- Intercept: The point where the regression line crosses the y-axis.
- R² Value: Measures how well the line fits the data (closer to 1 = better fit).
- Application: Used in indicators like Linear Regression Channel or Slope.
Example in MQL4
double LinearRegressionSlope(double &prices[], int period) { double sumX = 0, sumY = 0, sumXY = 0, sumX2 = 0; int i; // Calculate sums for linear regression for(i = 0; i < period; i++) { sumX += i; sumY += prices[i]; sumXY += i * prices[i]; sumX2 += i * i; } // Calculate slope (m) using the formula: m = (n∑xy - ∑x∑y) / (n∑x² - (∑x)²) double n = period; double slope = (n * sumXY - sumX * sumY) / (n * sumX2 - sumX * sumX); return slope; } void OnStart() { double prices[10] = {1.2000, 1.2010, 1.2025, 1.2030, 1.2045, 1.2050, 1.2060, 1.2075, 1.2080, 1.2090}; double slope = LinearRegressionSlope(prices, 10); Print("Linear Regression Slope: ", DoubleToString(slope, 5)); // Example output: 0.00100 }
Explanation
1. Data: An array of prices (e.g., EUR/USD closing prices) over a period.
2. Calculation: The LinearRegressionSlope
function computes the slope using the least squares method.
3. Result: A positive slope (e.g., 0.00100) indicates an uptrend, while a negative slope indicates a downtrend.
4. Trading Use: A trader might buy if the slope is positive and above a threshold, or sell if negative.
Practical Application
In MetaTrader 4, you can integrate this into an indicator or expert advisor. For example, plot the regression line on a chart or use the slope to trigger automated trades. Test this code in MetaEditor to see the slope value in the Experts tab.
Example Slope Output:
0.00100 (Uptrend)