| 1 | #region License Information
|
|---|
| 2 | /* HeuristicLab
|
|---|
| 3 | * Copyright (C) 2002-2008 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
|---|
| 4 | *
|
|---|
| 5 | * This file is part of HeuristicLab.
|
|---|
| 6 | *
|
|---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
|---|
| 8 | * it under the terms of the GNU General Public License as published by
|
|---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
|---|
| 10 | * (at your option) any later version.
|
|---|
| 11 | *
|
|---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
|---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
|---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
|---|
| 15 | * GNU General Public License for more details.
|
|---|
| 16 | *
|
|---|
| 17 | * You should have received a copy of the GNU General Public License
|
|---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
|---|
| 19 | */
|
|---|
| 20 | #endregion
|
|---|
| 21 |
|
|---|
| 22 | using HeuristicLab.Core;
|
|---|
| 23 | using HeuristicLab.Modeling;
|
|---|
| 24 | using HeuristicLab.Operators;
|
|---|
| 25 |
|
|---|
| 26 | namespace HeuristicLab.GP.StructureIdentification.Classification {
|
|---|
| 27 | public class StandardGP : HeuristicLab.GP.StructureIdentification.StandardGP, IClassificationAlgorithm {
|
|---|
| 28 | protected override IOperator CreateBestSolutionProcessor() {
|
|---|
| 29 | IOperator seq = base.CreateBestSolutionProcessor();
|
|---|
| 30 | seq.AddSubOperator(BestSolutionProcessor);
|
|---|
| 31 | return seq;
|
|---|
| 32 | }
|
|---|
| 33 |
|
|---|
| 34 | internal static IOperator BestSolutionProcessor {
|
|---|
| 35 | get {
|
|---|
| 36 | SequentialProcessor seq = new SequentialProcessor();
|
|---|
| 37 | AccuracyEvaluator trainingAccuracy = new AccuracyEvaluator();
|
|---|
| 38 | trainingAccuracy.GetVariableInfo("Accuracy").ActualName = "TrainingAccuracy";
|
|---|
| 39 | trainingAccuracy.GetVariableInfo("SamplesStart").ActualName = "ActualTrainingSamplesStart";
|
|---|
| 40 | trainingAccuracy.GetVariableInfo("SamplesEnd").ActualName = "ActualTrainingSamplesEnd";
|
|---|
| 41 |
|
|---|
| 42 | AccuracyEvaluator validationAccuracy = new AccuracyEvaluator();
|
|---|
| 43 | validationAccuracy.GetVariableInfo("Accuracy").ActualName = "ValidationAccuracy";
|
|---|
| 44 | validationAccuracy.GetVariableInfo("SamplesStart").ActualName = "ValidationSamplesStart";
|
|---|
| 45 | validationAccuracy.GetVariableInfo("SamplesEnd").ActualName = "ValidationSamplesEnd";
|
|---|
| 46 |
|
|---|
| 47 | AccuracyEvaluator testAccuracy = new AccuracyEvaluator();
|
|---|
| 48 | testAccuracy.GetVariableInfo("Accuracy").ActualName = "TestAccuracy";
|
|---|
| 49 | testAccuracy.GetVariableInfo("SamplesStart").ActualName = "TestSamplesStart";
|
|---|
| 50 | testAccuracy.GetVariableInfo("SamplesEnd").ActualName = "TestSamplesEnd";
|
|---|
| 51 |
|
|---|
| 52 | ConfusionMatrixEvaluator trainingConfusionMatrix = new ConfusionMatrixEvaluator();
|
|---|
| 53 | trainingConfusionMatrix.GetVariableInfo("ConfusionMatrix").ActualName = "TrainingConfusionMatrix";
|
|---|
| 54 | trainingConfusionMatrix.GetVariableInfo("SamplesStart").ActualName = "ActualTrainingSamplesStart";
|
|---|
| 55 | trainingConfusionMatrix.GetVariableInfo("SamplesEnd").ActualName = "ActualTrainingSamplesEnd";
|
|---|
| 56 |
|
|---|
| 57 | ConfusionMatrixEvaluator validationConfusionMatrix = new ConfusionMatrixEvaluator();
|
|---|
| 58 | validationConfusionMatrix.GetVariableInfo("ConfusionMatrix").ActualName = "ValidationConfusionMatrix";
|
|---|
| 59 | validationConfusionMatrix.GetVariableInfo("SamplesStart").ActualName = "ValidationSamplesStart";
|
|---|
| 60 | validationConfusionMatrix.GetVariableInfo("SamplesEnd").ActualName = "ValidationSamplesEnd";
|
|---|
| 61 |
|
|---|
| 62 | ConfusionMatrixEvaluator testConfusionMatrix = new ConfusionMatrixEvaluator();
|
|---|
| 63 | testConfusionMatrix.GetVariableInfo("ConfusionMatrix").ActualName = "TestConfusionMatrix";
|
|---|
| 64 | testConfusionMatrix.GetVariableInfo("SamplesStart").ActualName = "TestSamplesStart";
|
|---|
| 65 | testConfusionMatrix.GetVariableInfo("SamplesEnd").ActualName = "TestSamplesEnd";
|
|---|
| 66 |
|
|---|
| 67 | seq.AddSubOperator(trainingAccuracy);
|
|---|
| 68 | seq.AddSubOperator(validationAccuracy);
|
|---|
| 69 | seq.AddSubOperator(testAccuracy);
|
|---|
| 70 | seq.AddSubOperator(trainingConfusionMatrix);
|
|---|
| 71 | seq.AddSubOperator(validationConfusionMatrix);
|
|---|
| 72 | seq.AddSubOperator(testConfusionMatrix);
|
|---|
| 73 | return seq;
|
|---|
| 74 | }
|
|---|
| 75 | }
|
|---|
| 76 | }
|
|---|
| 77 | }
|
|---|
