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source: branches/GBT/HeuristicLab.Problems.DataAnalysis/3.4/Implementation/Transformations/PowerTransformation.cs @ 12332

Last change on this file since 12332 was 11114, checked in by mkommend, 10 years ago

#2206: Merged data preprocessing into the trunk.

File size: 1.8 KB
Line 
1using System;
2using System.Collections.Generic;
3using HeuristicLab.Common;
4using HeuristicLab.Core;
5using HeuristicLab.Data;
6using HeuristicLab.Parameters;
7using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
8
9namespace HeuristicLab.Problems.DataAnalysis {
10  [Item("Power Transformation", "f(x) = x ^ exp | Represents a power transformation.")]
11  public class PowerTransformation : Transformation<double> {
12    protected const string ExponentParameterName = "Exponent";
13
14    #region Parameters
15    public IValueParameter<DoubleValue> ExponentParameter {
16      get { return (IValueParameter<DoubleValue>)Parameters[ExponentParameterName]; }
17    }
18    #endregion
19
20    #region properties
21    public override string ShortName {
22      get { return "Pow"; }
23    }
24    public double Exponent {
25      get { return ExponentParameter.Value.Value; }
26    }
27    #endregion
28
29    [StorableConstructor]
30    protected PowerTransformation(bool deserializing) : base(deserializing) { }
31    protected PowerTransformation(PowerTransformation original, Cloner cloner)
32      : base(original, cloner) {
33    }
34    public PowerTransformation(IEnumerable<string> allowedColumns)
35      : base(allowedColumns) {
36      Parameters.Add(new ValueParameter<DoubleValue>(ExponentParameterName, "exp | Exponent for Exponentation", new DoubleValue(2.0)));
37    }
38
39    public override IDeepCloneable Clone(Cloner cloner) {
40      return new PowerTransformation(this, cloner);
41    }
42
43    public override IEnumerable<double> Apply(IEnumerable<double> data) {
44      foreach (double i in data) {
45        yield return Math.Pow(i, Exponent);
46      }
47    }
48
49    public override bool Check(IEnumerable<double> data, out string errorMsg) {
50      errorMsg = "";
51      return true;
52    }
53
54  }
55}
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