1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2015 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 Parkinsons : UCIDataDescriptor {
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26 | public override string Filename { get { return "Parkinsons"; } }
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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 | + "This dataset is composed of a range of biomedical voice measurements from 31 people, 23 with "
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31 | + "Parkinson's disease (PD). Each column in the table is a particular voice measure, and each row "
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32 | + "corresponds one of 195 voice recording from these individuals (\"name\" column). The main aim of "
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33 | + "the data is to discriminate healthy people from those with PD, according to \"status\" column which "
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34 | + "is set to 0 for healthy and 1 for PD." + Environment.NewLine
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35 | + "Further details are contained in the following reference -- if you use this dataset, please cite: " + Environment.NewLine
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36 | + "Max A. Little, Patrick E. McSharry, Eric J. Hunter, Lorraine O. Ramig (2008), 'Suitability of "
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37 | + "dysphonia measurements for telemonitoring of Parkinson's disease', IEEE Transactions on Biomedical "
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38 | + "Engineering (to appear)." + Environment.NewLine
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39 | + "Note: The column \"name\" has been removed and the column \"status\" has been moved to the end.";
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40 | }
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41 | }
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42 | public override string Donor { get { return "M. Little"; } }
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43 | public override int Year { get { return 2008; } }
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44 |
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45 | protected override string TargetVariable { get { return "status"; } }
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46 | protected override string[] VariableNames {
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47 | get { return new string[] { "MDVP:Fo(Hz)", "MDVP:Fhi(Hz)", "MDVP:Flo(Hz)", "MDVP:Jitter(%)", "MDVP:Jitter(Abs)", "MDVP:RAP", "MDVP:PPQ", "Jitter:DDP", "MDVP:Shimmer", "MDVP:Shimmer(dB)", "Shimmer:APQ3", "Shimmer:APQ5", "MDVP:APQ", "Shimmer:DDA", "NHR", "HNR", "RPDE", "DFA", "spread1", "spread2", "D2", "PPE", "status" }; }
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48 | }
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49 | protected override string[] AllowedInputVariables {
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50 | get { return new string[] { "MDVP:Fo(Hz)", "MDVP:Fhi(Hz)", "MDVP:Flo(Hz)", "MDVP:Jitter(%)", "MDVP:Jitter(Abs)", "MDVP:RAP", "MDVP:PPQ", "Jitter:DDP", "MDVP:Shimmer", "MDVP:Shimmer(dB)", "Shimmer:APQ3", "Shimmer:APQ5", "MDVP:APQ", "Shimmer:DDA", "NHR", "HNR", "RPDE", "DFA", "spread1", "spread2", "D2", "PPE" }; }
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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 130; } }
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54 | protected override int TestPartitionStart { get { return 130; } }
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55 | protected override int TestPartitionEnd { get { return 195; } }
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56 | }
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57 | }
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