oms3.ngmf.util.cosu.luca.of.PearsonsCorrelation Maven / Gradle / Ivy
/*
* PearsonsCorrelation.java
*
* Created on February 13, 2007, 5:51 PM
*
* To change this template, choose Tools | Template Manager
* and open the template in the editor.
*/
package oms3.ngmf.util.cosu.luca.of;
import oms3.ObjectiveFunction;
/**
*
* @author Makiko, od
*/
public class PearsonsCorrelation implements ObjectiveFunction {
@Override
public double calculate(double[] obs, double[] sim, double missingValue) {
double syy = 0.0, sxy = 0.0, sxx = 0.0, ay = 0.0, ax = 0.0;
int n = 0;
for (int j = 0; j < obs.length; j++) {
if (obs[j] > missingValue) {
ax += obs[j];
ay += sim[j];
n++;
}
}
if (n == 0) {
throw new RuntimeException("Pearson's Correlation cannot be calculated due to no observed values");
}
ax = ax / ((double) n);
ay = ay / ((double) n);
for (int j = 0; j < obs.length; j++) {
if (obs[j] > missingValue) {
double xt = obs[j] - ax;
double yt = sim[j] - ay;
sxx += xt * xt;
syy += yt * yt;
sxy += xt * yt;
}
}
return sxy / Math.sqrt(sxx * syy);
}
@Override
public boolean positiveDirection() {
return true;
}
}