#region License Information
/* HeuristicLab
* Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections.Generic;
namespace HeuristicLab.Problems.DataAnalysis {
public class PearsonsRSquaredDependenceCalculator : IDependencyCalculator {
public double Maximum { get { return 1.0; } }
public double Minimum { get { return 0.0; } }
public string Name { get { return "Pearsons R Squared"; } }
public double Calculate(IEnumerable originalValues, IEnumerable estimatedValues, out OnlineCalculatorError errorState) {
var r = OnlinePearsonsRCalculator.Calculate(originalValues, estimatedValues, out errorState);
return r * r;
}
public double Calculate(IEnumerable> values, out OnlineCalculatorError errorState) {
var calculator = new OnlinePearsonsRCalculator();
foreach (var tuple in values) {
calculator.Add(tuple.Item1, tuple.Item2);
if (calculator.ErrorState != OnlineCalculatorError.None) break;
}
errorState = calculator.ErrorState;
var r = calculator.R;
return r * r;
}
}
}