#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;
}
}
}
}