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source: branches/2719_HeuristicLab.DatastreamAnalysis/HeuristicLab.DatastreamAnalysis/3.4/RatedEnsembleModel.cs @ 16796

Last change on this file since 16796 was 14710, checked in by jzenisek, 8 years ago

#2719 implemented ensemble model rating by introducing the new type RatedEnsembleModel; introduced performance indicator calculation in results;

File size: 5.1 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2016 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;
23using System.Collections.Generic;
24using System.Linq;
25using System.Text;
26using HeuristicLab.Collections;
27using HeuristicLab.Common;
28using HeuristicLab.Core;
29using HeuristicLab.Data;
30using HeuristicLab.Parameters;
31using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
32using HeuristicLab.Problems.DataAnalysis;
33namespace HeuristicLab.DatastreamAnalysis {
34  [StorableClass]
35  [Item("Rated Ensemble Model", "Represents a rated collection of models")]
36  [Creatable(CreatableAttribute.Categories.DataAnalysis)]
37  public class RatedEnsembleModel : ParameterizedNamedItem, IRatedEnsembleModel {
38    protected const string ModelParameterName = "Model";
39    protected const string QualityThresholdParameterName = "QualityThreshold";
40    protected const string ConfidenceThresholdParameterName = "ConfidenceThreshold";
41
42    #region parameter properties
43
44    public IValueParameter<RegressionEnsembleModel> ModelParameter {
45      get { return (IValueParameter<RegressionEnsembleModel>) Parameters[ModelParameterName]; }
46    }
47
48    public IValueParameter<DoubleRange> QualityThresholdParameter {
49      get { return (IValueParameter<DoubleRange>) Parameters[QualityThresholdParameterName]; }
50    }
51
52    public IValueParameter<DoubleRange> ConfidenceThresholdParameter {
53      get { return (IValueParameter<DoubleRange>)Parameters[ConfidenceThresholdParameterName]; }
54    }
55
56    public RegressionEnsembleModel Model {
57      get { return ModelParameter.Value; }
58      set {
59        if(value == null) throw new ArgumentNullException("Model", "The provided value for model is null.");
60        ModelParameter.Value = value;
61      }
62    }
63
64    public DoubleRange QualityThreshold {
65      get { return QualityThresholdParameter.Value; }
66      set { QualityThresholdParameter.Value = value; }
67    }
68
69    public DoubleRange ConfidenceThreshold {
70      get { return ConfidenceThresholdParameter.Value; }
71      set { ConfidenceThresholdParameter.Value = value; }
72    }
73
74    #endregion
75
76    #region constructors, clone ...
77    [StorableConstructor]
78    protected RatedEnsembleModel(bool deserializing) : base(deserializing) { }
79    protected RatedEnsembleModel(RatedEnsembleModel original, Cloner cloner) : base(original, cloner) {
80      RegisterParameterEvents();
81    }
82    public override IDeepCloneable Clone(Cloner cloner) {
83      return new RatedEnsembleModel(this, cloner);
84    }
85    public RatedEnsembleModel() : base() {
86      Parameters.Add(new ValueParameter<RegressionEnsembleModel>(ModelParameterName, "Collection of models.", null));
87      Parameters.Add(new FixedValueParameter<DoubleRange>(QualityThresholdParameterName, "Quality threshold for the ensemble evaluation [0.0,1.0]", new DoubleRange(0.8,0.9)));
88      Parameters.Add(new FixedValueParameter<DoubleRange>(ConfidenceThresholdParameterName, "Confidence threshold for the ensemble evaluation [0.0,1.0]", new DoubleRange(0.8, 0.9)));
89      RegisterParameterEvents();
90    }
91    [StorableHook(HookType.AfterDeserialization)]
92    private void AfterDeserialization() {
93      RegisterParameterEvents();
94    }
95    #endregion
96
97    public event EventHandler Reset;
98    public event EventHandler ModelChanged;
99    public event EventHandler QualityThresholdChanged;
100    public event EventHandler ConfidenceThresholdChanged;
101
102    private void RegisterParameterEvents() {
103      ModelParameter.ValueChanged += new EventHandler(Model_ValueChanged);
104      QualityThresholdParameter.ValueChanged += new EventHandler(QualityTreshold_ValueChanged);
105      ConfidenceThresholdParameter.ValueChanged += new EventHandler(ConfidenceTreshold_ValueChanged);
106    }
107
108    private void Model_ValueChanged(object sender, EventArgs e) {
109      if (e == null) return;
110      DatastreamAnalysisUtil.RaiseEvent(this, ModelChanged);
111    }
112
113    private void QualityTreshold_ValueChanged(object sender, EventArgs e) {
114      if (e == null) return;
115      DatastreamAnalysisUtil.RaiseEvent(this, QualityThresholdChanged);
116    }
117
118    private void ConfidenceTreshold_ValueChanged(object sender, EventArgs e) {
119      if (e == null) return;
120      DatastreamAnalysisUtil.RaiseEvent(this, ConfidenceThresholdChanged);
121    }
122
123    // TODO
124    public IEnumerable<IParameterizedItem> ExecutionContextItems { get; }
125  }
126}
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