source: branches/RegressionBenchmarks/HeuristicLab.Problems.DataAnalysis.Benchmarks/3.4/RegressionBenchmarks/Trent McConaghy/HighGmcIL.cs @ 7127

Last change on this file since 7127 was 7127, checked in by sforsten, 8 years ago

#1669:
-Spatial co-evolution benchmark has been added
-Benchmarks of Trent McConaghy have been added
-2 Classification benchmarks have been added (Mammography and Iris dataset)
-Training and test set include now all samples from the dataset
-Load button and combo box are now disabled when the algorithm is running

File size: 2.0 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2011 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;
24using System.Collections.Generic;
25using System.Linq;
26using HeuristicLab.Data;
27
28namespace HeuristicLab.Problems.DataAnalysis.Benchmarks {
29  public class HighGmcIL : RegressionRealWorldBenchmark {
30
31    private const string fileName = "gmc_IL.csv";
32
33    public HighGmcIL() {
34      Name = "McConaghy High gmc_IL";
35      Description = "Paper: Deterministic Symbolic Regression Technology, Genetic Programming Theory and Practice IX" + Environment.NewLine
36        + "High-Dimensional Statistical Modeling and Analysis of Custom Integrated Circuits" + Environment.NewLine
37        + "Authors: T. McConaghy" + Environment.NewLine
38        + "Website: http://trent.st/ffx/";
39    }
40
41    protected override List<IList> GetData() {
42      csvFileParser = Benchmark.getParserForFile(fileName);
43
44      targetVariable = csvFileParser.VariableNames.First();
45      inputVariables = new List<string>(csvFileParser.VariableNames.Skip(1));
46      int trainingPartEnd = csvFileParser.Rows * 2 / 3;
47      trainingPartition = new IntRange(0, trainingPartEnd);
48      testPartition = new IntRange(trainingPartEnd, csvFileParser.Rows);
49
50      return csvFileParser.Values;
51    }
52  }
53}
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