PMCC.java [src/csip/cosu] Revision: default Date:
/*
* $Id$
*
* This file is part of the Cloud Services Integration Platform (CSIP),
* a Model-as-a-Service framework, API and application suite.
*
* 2012-2022, Olaf David and others, OMSLab, Colorado State University.
*
* OMSLab licenses this file to you under the MIT license.
* See the LICENSE file in the project root for more information.
*/
package csip.cosu;
/**
* Pearsons Correlation
*/
class PMCC extends ObjFunc {
@Override
public String name() {
return "Pearsons Correlation";
}
@Override
public double eval(double[] obs, double[] sim, double missing) {
checkArrays(sim, obs);
double syy = 0.0;
double sxy = 0.0;
double sxx = 0.0;
double ay = 0.0;
double ax = 0.0;
int n = 0;
for (int j = 0; j < obs.length; j++) {
if (obs[j] > missing) {
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] > missing) {
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 int direction() {
return 1;
}
@Override
public int optimum() {
return 1;
}
}