1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections.Generic;
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24 |
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25 | namespace HeuristicLab.Problems.DataAnalysis {
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26 | public class PearsonsRSquaredDependenceCalculator : IDependencyCalculator {
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27 |
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28 | public double Maximum { get { return 1.0; } }
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29 |
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30 | public double Minimum { get { return 0.0; } }
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31 |
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32 | public string Name { get { return "Pearsons R Squared"; } }
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33 |
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34 | public double Calculate(IEnumerable<double> originalValues, IEnumerable<double> estimatedValues, out OnlineCalculatorError errorState) {
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35 | var r = OnlinePearsonsRCalculator.Calculate(originalValues, estimatedValues, out errorState);
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36 | return r * r;
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37 | }
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38 |
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39 | public double Calculate(IEnumerable<Tuple<double, double>> values, out OnlineCalculatorError errorState) {
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40 | var calculator = new OnlinePearsonsRCalculator();
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41 | foreach (var tuple in values) {
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42 | calculator.Add(tuple.Item1, tuple.Item2);
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43 | if (calculator.ErrorState != OnlineCalculatorError.None) break;
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44 | }
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45 | errorState = calculator.ErrorState;
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46 | var r = calculator.R;
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47 | return r * r;
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48 | }
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49 | }
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50 | }
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