我是java的新手,现在我想将普通线性回归应用于两个系列,比如说[1,2,3,4,5]和[2,3,4,5] ,6]。
我了解到有一个名为common math
的库。但是,文档难以理解,是否有任何示例在java中进行简单的普通线性回归?
答案 0 :(得分:6)
使用math3 library,您可以按照以下方式执行操作。示例基于SimpleRegression
类:
import org.apache.commons.math3.stat.regression.SimpleRegression;
public class Try_Regression {
public static void main(String[] args) {
// creating regression object, passing true to have intercept term
SimpleRegression simpleRegression = new SimpleRegression(true);
// passing data to the model
// model will be fitted automatically by the class
simpleRegression.addData(new double[][] {
{1, 2},
{2, 3},
{3, 4},
{4, 5},
{5, 6}
});
// querying for model parameters
System.out.println("slope = " + simpleRegression.getSlope());
System.out.println("intercept = " + simpleRegression.getIntercept());
// trying to run model for unknown data
System.out.println("prediction for 1.5 = " + simpleRegression.predict(1.5));
}
}