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source: trunk/sources/HeuristicLab.GP/TrainingWindowSlider.cs @ 1511

Last change on this file since 1511 was 1484, checked in by gkronber, 16 years ago

Fixed programming error. #564 (Sliding window approach for data-based modeling)

File size: 3.1 KB
RevLine 
[1477]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
22using System;
23using System.Collections.Generic;
24using System.Text;
25using HeuristicLab.Core;
26using HeuristicLab.Data;
27using HeuristicLab.Random;
28
29namespace HeuristicLab.GP {
30  public class TrainingWindowSlider : OperatorBase {
31
32    private const string TRAINING_SAMPLES_START = "TrainingSamplesStart";
33    private const string TRAINING_SAMPLES_END = "TrainingSamplesEnd";
34    private const string TRAINING_WINDOW_START = "TrainingWindowStart";
35    private const string TRAINING_WINDOW_END = "TrainingWindowEnd";
36    private const string STEP_SIZE = "SlidingStepSize";
37
38    public override string Description {
39      get { return @"Modifies variables TrainingSamplesStart and TrainingSamplesEnd to have a continually sliding window over the whole training data set."; }
40    }
41
42    public TrainingWindowSlider() {
43      AddVariableInfo(new VariableInfo(TRAINING_SAMPLES_START, "Start of whole training set", typeof(IntData), VariableKind.In));
44      AddVariableInfo(new VariableInfo(TRAINING_SAMPLES_END, "End of whole training set", typeof(IntData), VariableKind.In));
45      AddVariableInfo(new VariableInfo(TRAINING_WINDOW_START, "Start of training set window", typeof(IntData), VariableKind.In | VariableKind.Out));
46      AddVariableInfo(new VariableInfo(TRAINING_WINDOW_END, "End of training set window", typeof(IntData), VariableKind.In | VariableKind.Out));
[1480]47      AddVariableInfo(new VariableInfo(STEP_SIZE, "Number of samples to slide the window forward", typeof(IntData), VariableKind.In));
[1477]48    }
49
50    public override IOperation Apply(IScope scope) {
51      int trainingSamplesStart = GetVariableValue<IntData>(TRAINING_SAMPLES_START, scope, true).Data;
52      int trainingSamplesEnd = GetVariableValue<IntData>(TRAINING_SAMPLES_END, scope, true).Data;
[1484]53      IntData trainingWindowStart = GetVariableValue<IntData>(TRAINING_WINDOW_START, scope, true);
54      IntData trainingWindowEnd = GetVariableValue<IntData>(TRAINING_WINDOW_END, scope, true);
[1477]55      int stepSize = GetVariableValue<IntData>(STEP_SIZE, scope, true).Data;
56
[1484]57      if (trainingWindowEnd.Data + stepSize <= trainingSamplesEnd) {
58        trainingWindowStart.Data = trainingWindowStart.Data + stepSize;
59        trainingWindowEnd.Data = trainingWindowEnd.Data + stepSize;
[1477]60      }
61
62      return null;
63    }
64  }
65}
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