How to find correlation between two integer arrays in java

…衆ロ難τιáo~ 提交于 2019-12-21 07:57:23

问题


I am searching a lot but could not find exactly what i need till now. I have two integer arrayas int[] x and int[] y. I want to find simple linear correlation between these two integer arrays and it should return the result as double. In java do you know any library function providing this or any code snippet?


回答1:


Correlation is quite easy to compute manually:

http://en.wikipedia.org/wiki/Correlation_and_dependence

  public static double Correlation(int[] xs, int[] ys) {
    //TODO: check here that arrays are not null, of the same length etc

    double sx = 0.0;
    double sy = 0.0;
    double sxx = 0.0;
    double syy = 0.0;
    double sxy = 0.0;

    int n = xs.length;

    for(int i = 0; i < n; ++i) {
      double x = xs[i];
      double y = ys[i];

      sx += x;
      sy += y;
      sxx += x * x;
      syy += y * y;
      sxy += x * y;
    }

    // covariation
    double cov = sxy / n - sx * sy / n / n;
    // standard error of x
    double sigmax = Math.sqrt(sxx / n -  sx * sx / n / n);
    // standard error of y
    double sigmay = Math.sqrt(syy / n -  sy * sy / n / n);

    // correlation is just a normalized covariation
    return cov / sigmax / sigmay;
  }



回答2:


There is nothing in core Java. There are libraries out there you can use. Apache Commons has a statistical project, check PearsonCorrelation class.

Sample code:

public static void main(String[] args) {
    double[] x = {1, 2, 4, 8};
    double[] y = {2, 4, 8, 16};
    double corr = new PearsonsCorrelation().correlation(y, x);

    System.out.println(corr);
}

prints out 1.0



来源:https://stackoverflow.com/questions/28428365/how-to-find-correlation-between-two-integer-arrays-in-java

易学教程内所有资源均来自网络或用户发布的内容,如有违反法律规定的内容欢迎反馈
该文章没有解决你所遇到的问题?点击提问,说说你的问题,让更多的人一起探讨吧!