#region License Information /* HeuristicLab * Copyright (C) 2002-2011 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 HeuristicLab.Common; using System.Collections.Generic; namespace HeuristicLab.Problems.DataAnalysis { public class OnlineAccuracyEvaluator : IOnlineEvaluator { private int correctlyClassified; private int n; public double Accuracy { get { if (n < 1) throw new InvalidOperationException("No elements"); else return correctlyClassified / (double)n; } } public OnlineAccuracyEvaluator() { Reset(); } #region IOnlineEvaluator Members public double Value { get { return Accuracy; } } public void Reset() { n = 0; correctlyClassified = 0; } public void Add(double original, double estimated) { if (double.IsNaN(estimated) || double.IsInfinity(estimated) || double.IsNaN(original) || double.IsInfinity(original)) { throw new ArgumentException("Accuracy is not defined for NaN or infinity elements"); } else { if (original.IsAlmost(estimated)) correctlyClassified++; n++; } } #endregion public static double Calculate(IEnumerable first, IEnumerable second) { IEnumerator firstEnumerator = first.GetEnumerator(); IEnumerator secondEnumerator = second.GetEnumerator(); OnlineAccuracyEvaluator accuracyEvaluator = new OnlineAccuracyEvaluator(); // always move forward both enumerators (do not use short-circuit evaluation!) while (firstEnumerator.MoveNext() & secondEnumerator.MoveNext()) { double estimated = secondEnumerator.Current; double original = firstEnumerator.Current; accuracyEvaluator.Add(original, estimated); } // check if both enumerators are at the end to make sure both enumerations have the same length if (secondEnumerator.MoveNext() || firstEnumerator.MoveNext()) { throw new ArgumentException("Number of elements in first and second enumeration doesn't match."); } else { return accuracyEvaluator.Accuracy; } } } }