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source: trunk/sources/HeuristicLab.CEDMA.DB.Interfaces/3.3/Ontology.cs @ 2054

Last change on this file since 2054 was 2047, checked in by gkronber, 15 years ago

Improved schema for variable impacts. #644
File size: 12.2 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2008 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.CEDMA.DB.Interfaces;
27using System.Runtime.Serialization;
28
29namespace HeuristicLab.CEDMA.DB.Interfaces {
30  public static class Ontology {
31    public static string CedmaNameSpace {
32      get { return "http://www.heuristiclab.com/cedma/"; }
33    }
34
35    #region model attribute types
36    /// <summary>
37    /// Attribute value is ordinal, values can be sorted.
38    /// Examples are quality measures or complexity measures.
39    /// </summary>
40    public static Entity TypeOrdinalAttribute {
41      get { return new Entity(CedmaNameSpace + "TypeOrdinalAttribute"); }
42    }
43    /// <summary>
44    /// Attribute value is categorical and thus can't be sorted.
45    /// Examples is target-variable.
46    /// </summary>
47    public static Entity TypeCategoricalAttribute {
48      get { return new Entity(CedmaNameSpace + "TypeCategoricalAttribute"); }
49    }
50    /// <summary>
51    /// Attribute is a quality measure
52    /// </summary>
53    public static Entity TypeQualityAttribute {
54      get { return new Entity(CedmaNameSpace + "TypeQualityAttribute"); }
55    }
56    /// <summary>
57    /// Attribute is a complexity measure
58    /// </summary>
59    public static Entity TypeComplexityAttribute {
60      get { return new Entity(CedmaNameSpace + "TypeComplexityAttribute"); }
61    }
62    #endregion
63
64    #region meta-data predicates
65    public static Entity Name {
66      get { return new Entity(CedmaNameSpace + "Name"); }
67    }
68    /// <summary>
69    /// Each entity can have a serialized XML representation that can be loaded in HL.
70    /// </summary>
71    public static Entity SerializedData {
72      get { return new Entity(CedmaNameSpace + "SerializedData"); }
73    }
74    /// <summary>
75    /// Link from data set to model.
76    /// A data set can have multiple models.
77    /// </summary>
78    public static Entity HasModel {
79      get { return new Entity(CedmaNameSpace + "Model"); }
80    }
81    /// <summary>
82    /// Link from model to algorithm.
83    /// An algorithm can generate multiple models, each model is generated by exactly one algorithm.
84    /// </summary>
85    public static Entity GeneratedBy {
86      get { return new Entity(CedmaNameSpace + "GeneratedBy"); }
87    }
88    /// <summary>
89    /// Link from model to input variable impact
90    /// Each model can have multiple input variables and each of the input variables can have a different impact on the model.
91    /// </summary>
92    public static Entity HasInputVariable {
93      get { return new Entity(CedmaNameSpace + "InputVariable"); }
94    }
95    #endregion
96
97    #region types and type relations
98    public static Entity InstanceOf {
99      get { return new Entity(CedmaNameSpace + "InstanceOf"); }
100    }
101    public static Entity TypeDataSet {
102      get { return new Entity(CedmaNameSpace + "DataSet"); }
103    }
104    public static Entity TypeAlgorithm {
105      get { return new Entity(CedmaNameSpace + "Algorithm"); }
106    }
107    public static Entity TypeModel {
108      get { return new Entity(CedmaNameSpace + "Model"); }
109    }
110    public static Entity TypeVariableImpact {
111      get { return new Entity(CedmaNameSpace + "VariableImpact"); }
112    }
113    #endregion
114
115    #region attributes for models
116    public static Entity TargetVariable {
117      get { return new Entity(CedmaNameSpace + "TargetVariable"); }
118    }
119    public static Entity TrainingMeanSquaredError {
120      get { return new Entity(CedmaNameSpace + "TrainingMeanSquaredError"); }
121    }
122    public static Entity ValidationMeanSquaredError {
123      get { return new Entity(CedmaNameSpace + "ValidationMeanSquaredError"); }
124    }
125    public static Entity TestMeanSquaredError {
126      get { return new Entity(CedmaNameSpace + "TestMeanSquaredError"); }
127    }
128    public static Entity TrainingMeanAbsolutePercentageError {
129      get { return new Entity(CedmaNameSpace + "TrainingMeanAbsolutePercentageError"); }
130    }
131    public static Entity ValidationMeanAbsolutePercentageError {
132      get { return new Entity(CedmaNameSpace + "ValidationMeanAbsolutePercentageError"); }
133    }
134    public static Entity TestMeanAbsolutePercentageError {
135      get { return new Entity(CedmaNameSpace + "TestMeanAbsolutePercentageError"); }
136    }
137    public static Entity TrainingMeanAbsolutePercentageOfRangeError {
138      get { return new Entity(CedmaNameSpace + "TrainingMeanAbsolutePercentageOfRangeError"); }
139    }
140    public static Entity ValidationMeanAbsolutePercentageOfRangeError {
141      get { return new Entity(CedmaNameSpace + "ValidationMeanAbsolutePercentageOfRangeError"); }
142    }
143    public static Entity TestMeanAbsolutePercentageOfRangeError {
144      get { return new Entity(CedmaNameSpace + "TestMeanAbsolutePercentageOfRangeError"); }
145    }
146    public static Entity TrainingCoefficientOfDetermination {
147      get { return new Entity(CedmaNameSpace + "TrainingCoefficientOfDetermination"); }
148    }
149    public static Entity ValidationCoefficientOfDetermination {
150      get { return new Entity(CedmaNameSpace + "ValidationCoefficientOfDetermination"); }
151    }
152    public static Entity TestCoefficientOfDetermination {
153      get { return new Entity(CedmaNameSpace + "TestCoefficientOfDetermination"); }
154    }
155    public static Entity TrainingVarianceAccountedFor {
156      get { return new Entity(CedmaNameSpace + "TrainingVarianceAccountedFor"); }
157    }
158    public static Entity ValidationVarianceAccountedFor {
159      get { return new Entity(CedmaNameSpace + "ValidationVarianceAccountedFor"); }
160    }
161    public static Entity TestVarianceAccountedFor {
162      get { return new Entity(CedmaNameSpace + "TestVarianceAccountedFor"); }
163    }
164    public static Entity TrainingAccuracy {
165      get { return new Entity(CedmaNameSpace + "TrainingAccuracy"); }
166    }
167    public static Entity ValidationAccuracy {
168      get { return new Entity(CedmaNameSpace + "ValidationAccuracy"); }
169    }
170    public static Entity TestAccuracy {
171      get { return new Entity(CedmaNameSpace + "TestAccuracy"); }
172    }
173    public static Entity TrainingTheilsInequalityCoefficient {
174      get { return new Entity(CedmaNameSpace + "TrainingTheilsInequalityCoefficient"); }
175    }
176    public static Entity ValidationTheilsInequalityCoefficient {
177      get { return new Entity(CedmaNameSpace + "ValidationTheilsInequalityCoefficient"); }
178    }
179    public static Entity TestTheilsInequalityCoefficient {
180      get { return new Entity(CedmaNameSpace + "TestTheilsInequalityCoefficient"); }
181    }
182    public static Entity TreeSize {
183      get { return new Entity(CedmaNameSpace + "TreeSize"); }
184    }
185    public static Entity TreeHeight {
186      get { return new Entity(CedmaNameSpace + "TreeHeight"); }
187    }
188    public static Entity EvaluatedSolutions {
189      get { return new Entity(CedmaNameSpace + "EvaluatedSolutions"); }
190    }
191    #endregion
192    #region attributes for input variables
193    public static Entity EvaluationImpact {
194      get { return new Entity(CedmaNameSpace + "EvaluationImpact"); }
195    }
196    public static Entity QualityImpact {
197      get { return new Entity(CedmaNameSpace + "QualityImpact"); }
198    }
199    #endregion
200
201    public static ICollection<Statement> InitialStatements {
202      get {
203        return new List<Statement> {
204          new Statement(TargetVariable, InstanceOf, TypeCategoricalAttribute),
205          new Statement(TrainingMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
206          new Statement(TrainingMeanSquaredError, InstanceOf, TypeQualityAttribute),
207          new Statement(ValidationMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
208          new Statement(ValidationMeanSquaredError, InstanceOf, TypeQualityAttribute),
209          new Statement(TestMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
210          new Statement(TestMeanSquaredError, InstanceOf, TypeQualityAttribute),
211          new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
212          new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
213          new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
214          new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
215          new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
216          new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
217          new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
218          new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
219          new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
220          new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
221          new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
222          new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
223          new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
224          new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
225          new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
226          new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
227          new Statement(TestCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
228          new Statement(TestCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
229          new Statement(TrainingAccuracy, InstanceOf, TypeOrdinalAttribute),
230          new Statement(TrainingAccuracy, InstanceOf, TypeQualityAttribute),
231          new Statement(ValidationAccuracy, InstanceOf, TypeOrdinalAttribute),
232          new Statement(ValidationAccuracy, InstanceOf, TypeQualityAttribute),
233          new Statement(TestAccuracy, InstanceOf, TypeOrdinalAttribute),
234          new Statement(TestAccuracy, InstanceOf, TypeQualityAttribute),
235          new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
236          new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
237          new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
238          new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
239          new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
240          new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
241
242          new Statement(TreeSize, InstanceOf, TypeOrdinalAttribute),
243          new Statement(TreeSize, InstanceOf, TypeComplexityAttribute),
244          new Statement(TreeHeight, InstanceOf, TypeOrdinalAttribute),
245          new Statement(TreeHeight, InstanceOf, TypeComplexityAttribute),
246          new Statement(EvaluatedSolutions, InstanceOf, TypeOrdinalAttribute),
247
248          new Statement(Name, InstanceOf, TypeCategoricalAttribute),
249          new Statement(QualityImpact, InstanceOf, TypeOrdinalAttribute),
250          new Statement(EvaluationImpact, InstanceOf, TypeOrdinalAttribute)
251        };
252      }
253    }
254
255
256    /// <summary>
257    /// Wildcard entity for filtering.
258    /// </summary>
259    public static Entity AnyEntity {
260      get { return new Entity(null); }
261    }
262  }
263}
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