#region License Information
/* HeuristicLab
* Copyright (C) 2002-2012 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.Collections.Generic;
using System.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
namespace HeuristicLab.Problems.DataAnalysis {
///
/// Represents a weight calculator that gives every classification solution a weight based on the accuracy.
///
[StorableClass]
[Item("AccuracyWeightCalculator", "Represents a weight calculator that gives every classification solution a weight based on the accuracy.")]
public class AccuracyWeightCalculator : WeightCalculator {
public AccuracyWeightCalculator()
: base() {
}
[StorableConstructor]
protected AccuracyWeightCalculator(bool deserializing) : base(deserializing) { }
protected AccuracyWeightCalculator(AccuracyWeightCalculator original, Cloner cloner)
: base(original, cloner) {
}
public override IDeepCloneable Clone(Cloner cloner) {
return new AccuracyWeightCalculator(this, cloner);
}
public override IEnumerable CalculateWeights(ItemCollection classificationSolutions) {
double sum = classificationSolutions.Select(s => s.TestAccuracy).Sum();
List weights = new List();
foreach (var item in classificationSolutions) {
weights.Add(item.TestAccuracy / sum);
}
return weights;
}
}
}