1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 |
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24 | namespace HeuristicLab.Problems.Instances.DataAnalysis {
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25 | public class Vertebral_3C : UCIDataDescriptor {
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26 | public override string Filename { get { return "Vertebral_3C"; } }
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27 | public override string Description {
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28 | get {
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29 | return "Data Set Information:" + Environment.NewLine
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30 | + "Biomedical data set built by Dr. Henrique da Mota during a medical residence "
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31 | + "period in the Group of Applied Research in Orthopaedics (GARO) of the Centre "
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32 | + "Médico-Chirurgical de Réadaptation des Massues, Lyon, France. The data have been "
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33 | + "organized in two different but related classification tasks. The first task consists "
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34 | + "in classifying patients as belonging to one out of three categories: Normal (100 patients), "
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35 | + "Disk Hernia (60 patients) or Spondylolisthesis (150 patients)." + Environment.NewLine
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36 | + "Each patient is represented in the data set by six biomechanical attributes derived from "
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37 | + "the shape and orientation of the pelvis and lumbar spine (in this order): pelvic incidence, "
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38 | + "pelvic tilt, lumbar lordosis angle, sacral slope, pelvic radius and grade of spondylolisthesis." + Environment.NewLine
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39 | + "Note: Normal has the value '0', Spondylolisthesis is '1' and Disk Hernia = '2'.";
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40 | }
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41 | }
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42 | public override string Donor { get { return "H. da Mota"; } }
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43 | public override int Year { get { return 2011; } }
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44 |
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45 | protected override string TargetVariable { get { return "class"; } }
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46 | protected override string[] VariableNames {
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47 | get { return new string[] { "pelvic_incidence", "pelvic_tilt", "lumbar_lordosis_angle", "sacral_slope", "pelvic_radius", "degree_1", "class" }; }
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48 | }
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49 | protected override string[] AllowedInputVariables {
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50 | get { return new string[] { "pelvic_incidence", "pelvic_tilt", "lumbar_lordosis_angle", "sacral_slope", "pelvic_radius", "degree_1" }; }
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51 | }
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52 | protected override int TrainingPartitionStart { get { return 0; } }
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53 | protected override int TrainingPartitionEnd { get { return 207; } }
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54 | protected override int TestPartitionStart { get { return 207; } }
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55 | protected override int TestPartitionEnd { get { return 310; } }
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56 | }
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57 | }
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