1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 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 |
|
---|
22 | using System;
|
---|
23 |
|
---|
24 | namespace 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 | }
|
---|