Last change
on this file since 8331 was
8323,
checked in by gkronber, 12 years ago
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#1902 initial import of Gaussian process regression algorithm
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File size:
1.4 KB
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1 |
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2 | using System;
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3 | using System.Linq;
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4 | using HeuristicLab.Common;
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5 | using HeuristicLab.Core;
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6 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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7 |
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8 | namespace HeuristicLab.Algorithms.DataAnalysis.GaussianProcess {
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9 | [StorableClass]
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10 | [Item(Name = "MeanConst", Description = "Constant mean function for Gaussian processes.")]
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11 | public class MeanConst : Item, IMeanFunction {
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12 | [Storable]
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13 | private double c;
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14 | [Storable]
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15 | private int n;
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16 | public int GetNumberOfParameters(int numberOfVariables) {
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17 | return 1;
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18 | }
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19 | [StorableConstructor]
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20 | protected MeanConst(bool deserializing) : base(deserializing) { }
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21 | protected MeanConst(MeanConst original, Cloner cloner)
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22 | : base(original, cloner) {
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23 | this.c = original.c;
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24 | this.n = original.n;
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25 | }
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26 | public MeanConst()
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27 | : base() {
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28 | }
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29 |
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30 | public void SetParameter(double[] hyp, double[,] x) {
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31 | if (hyp.Length != 1) throw new ArgumentException("Only one hyper-parameter allowed for constant mean function.", "hyp");
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32 | this.c = hyp[0];
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33 | this.n = x.GetLength(0);
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34 | }
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35 |
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36 | public double[] GetMean() {
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37 | return Enumerable.Repeat(c, n).ToArray();
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38 | }
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39 |
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40 | public double[] GetGradients(int k) {
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41 | if (k > 0) throw new ArgumentException();
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42 | return Enumerable.Repeat(1.0, n).ToArray();
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43 | }
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44 |
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45 | public override IDeepCloneable Clone(Cloner cloner) {
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46 | return new MeanConst(this, cloner);
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47 | }
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48 | }
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49 | }
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