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1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Text;
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5 | using HeuristicLab.Core;
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6 | using HeuristicLab.Data;
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7 | using HeuristicLab.Problems.DataAnalysis.Evaluators;
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8 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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9 | using HeuristicLab.Parameters;
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10 |
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11 | namespace HeuristicLab.Problems.DataAnalysis.MultiVariate.TimeSeriesPrognosis {
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12 | public class OnlineDirectionalSymmetryEvaluator : IOnlineTimeSeriesPrognosisEvaluator {
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13 | private double prevEstimated;
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14 | private double prevOriginal;
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15 | private int n;
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16 | private int nCorrect;
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17 |
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18 | public double DirectionalSymmetry {
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19 | get {
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20 | if (n < 1) return 0.0;
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21 | return (double)nCorrect / n * 100.0;
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22 | }
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23 | }
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24 |
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25 | public OnlineDirectionalSymmetryEvaluator() {
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26 | Reset();
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27 | }
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28 |
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29 | #region IOnlineEvaluator Members
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30 | public double Value {
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31 | get { return DirectionalSymmetry; }
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32 | }
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33 |
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34 | public void Add(double original, double estimated) {
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35 | if (double.IsNaN(original) || double.IsInfinity(original) || double.IsNaN(estimated) || double.IsInfinity(estimated)) {
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36 | throw new ArgumentException("Directional symmetry is not defined for series containing NaN or infinity values.");
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37 | }
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38 | if (!double.IsNaN(prevOriginal)) {
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39 | if ((original - prevOriginal) * (estimated - prevEstimated) >= 0.0) {
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40 | nCorrect++;
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41 | }
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42 | n++;
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43 | }
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44 | }
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45 |
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46 | public void Reset() {
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47 | n = 0;
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48 | nCorrect = 0;
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49 | prevOriginal = double.NaN;
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50 | prevEstimated = double.NaN;
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51 | }
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52 |
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53 | #endregion
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54 |
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55 | #region IOnlineTimeSeriesPrognosisEvaluator Members
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56 |
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57 | public void StartNewPredictionWindow(double lastKnownOriginalValue) {
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58 | prevEstimated = lastKnownOriginalValue;
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59 | prevOriginal = lastKnownOriginalValue;
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60 | }
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61 |
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62 | #endregion
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63 | }
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64 | }
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