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source: trunk/sources/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Classification/UCI/Parkinsons.cs @ 12012

Last change on this file since 12012 was 12012, checked in by ascheibe, 9 years ago

#2212 merged r12008, r12009, r12010 back into trunk

File size: 3.4 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2015 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;
23
24namespace HeuristicLab.Problems.Instances.DataAnalysis {
25  public class Parkinsons : UCIDataDescriptor {
26    public override string Filename { get { return "Parkinsons"; } }
27    public override string Description {
28      get {
29        return "Data Set Information:" + Environment.NewLine
30        + "This dataset is composed of a range of biomedical voice measurements from 31 people, 23 with "
31        + "Parkinson's disease (PD). Each column in the table is a particular voice measure, and each row "
32        + "corresponds one of 195 voice recording from these individuals (\"name\" column). The main aim of "
33        + "the data is to discriminate healthy people from those with PD, according to \"status\" column which "
34        + "is set to 0 for healthy and 1 for PD." + Environment.NewLine
35        + "Further details are contained in the following reference -- if you use this dataset, please cite: " + Environment.NewLine
36        + "Max A. Little, Patrick E. McSharry, Eric J. Hunter, Lorraine O. Ramig (2008), 'Suitability of "
37        + "dysphonia measurements for telemonitoring of Parkinson's disease', IEEE Transactions on Biomedical "
38        + "Engineering (to appear)." + Environment.NewLine
39        + "Note: The column \"name\" has been removed and the column \"status\" has been moved to the end.";
40      }
41    }
42    public override string Donor { get { return "M. Little"; } }
43    public override int Year { get { return 2008; } }
44
45    protected override string TargetVariable { get { return "status"; } }
46    protected override string[] VariableNames {
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" }; }
48    }
49    protected override string[] AllowedInputVariables {
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" }; }
51    }
52    protected override int TrainingPartitionStart { get { return 0; } }
53    protected override int TrainingPartitionEnd { get { return 130; } }
54    protected override int TestPartitionStart { get { return 130; } }
55    protected override int TestPartitionEnd { get { return 195; } }
56  }
57}
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