Changeset 11205 for branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification

branches/HiveStatistics/sources

Property svn:ignore

-                      old
+                      new
 FxCopResults.txt
 Google.ProtocolBuffers-0.9.1.dll
+Google.ProtocolBuffers-2.4.1.473.dll
 HeuristicLab 3.3.5.1.ReSharper.user
 HeuristicLab 3.3.6.0.ReSharper.user
 HeuristicLab.4.5.resharper.user
 HeuristicLab.ExtLibs.6.0.ReSharper.user
+HeuristicLab.Scripting.Development
 HeuristicLab.resharper.user
 ProtoGen.exe
 …
 _ReSharper.HeuristicLab
 _ReSharper.HeuristicLab 3.3
+_ReSharper.HeuristicLab 3.3 Tests
 _ReSharper.HeuristicLab.ExtLibs
 bin
 protoc.exe
-_ReSharper.HeuristicLab 3.3 Tests
-Google.ProtocolBuffers-2.4.1.473.dll

Property svn:mergeinfo changed

/branches/1721-RandomForestPersistence (added)	merged: 10321-10322
/branches/DataPreprocessing (added)	merged: 10085,10095,10134,10143-10148,10157-10169,10179-10189,10191-10194,10216-10221,10234-10260,10303-10304,10307-10308,10310-10317,10319-10320,10341-10345,10367,10369-10372,10374,10377,10380-10383,10532-10539,10542,10544,10546-10552,10554-10555,10557-10559,10571-10574,10580-10583,10585-10590,10609-10638,10657-10673,10676,10689-10719,10733-10742,10762-10766,10768-10773,10775-10786,10802-10821,10841-10849,10851-10854,10863,10866-10883,10898-10902,10904-10905,10908-10909,10911,10913-10916,10918,10921-10922,10925,10930-10935,10938-10940,10942-10952,10962,10964-10965,10967,10969-10973,10976-10982,10987,10990-10995,10997-11004,11009,11011,11037-11039,11042-11045,11064,11068,11070,11098
/branches/HLScript (added)	merged: 10331-10332,10358
/branches/HeuristicLab.Problems.DataAnalysis.Trading (added)	merged: 6123-6128,6131,6136,6138,6861,6937,9176,9213,9743-9745,9796-9799
/branches/LogResidualEvaluator (added)	merged: 10202-10203,10305,10482-10483
/branches/SpectralKernelForGaussianProcesses (added)	merged: 10204-10205,10473,10479
/stable (added)	merged: 10032-10033,11170,11173,11175
/trunk/sources	merged: 9445,9447-9459,9462-9466,9471-9472,9474,9476-9479,9493,9496,9498,9504-9506,9515-9517,9520-9521,9523,9530-9531,9534-9537,9540,9542-9544,9552-9555,9568-9569,9587,9590-9592,9600,9607-9608,9610-9611,9613,9618,9623-9624,9626,9647-9649,9652,9657-9660,9664-9666,9675,9692,9695,9699,9702,9710,9714,9718-9720,9740-9741,9751,9755,9762,9764-9775,9777-9778,9782-9786,9792,9794,9801-9807,9809-9812,9816-9817,9819-9822,9824-9825,9828,9830,9833,9837-9841,9845,9848-9851,9855,9859-9860,9863,9865-9868,9871,9893-9897,9900-9902,9905-9907,9910,9915-9916,9919-9921,9928,9930,9934-9935,9938-9941,9944,9946,9949,9955-9956,9958-9959,9964-9965,9973-9975,9978,9980-9982,9988-9989,9991-9992,9994-9995,9997,10000-10004,10009-10010,10015,10037,10130,10149-10150,10154,10170-10171,10173-10176,10195-10196,10212-10213,10231,10261,10273,10291-10292,10295,10298,10323-10324,10346,10348,10355,10359-10360,10362-10363,10365-10366,10368,10375,10378,10391,10401,10406-10407,10414,10417-10418,10428,10432-10433,10435,10440,10448,10453,10460,10465-10466,10469-10470,10472,10474-10477,10480,10484,10486,10488-10500,10503-10504,10506,10510-10512,10520-10523,10526,10531,10540-10541,10543,10545,10561-10566,10575-10578,10596-10597,10599,10601-10607,10639,10642-10643,10646,10651-10653,10727,10731,10745,10747,10761,10767,10774,10787-10791,10793-10794,10796,10799-10800,10826,10857-10862,10865,10885,10889,10894-10896,10924,10926-10927,10937,10941,10953,10955-10956,10958-10961,10963,10975,10983-10986,10988-10989,10996,11007-11008,11012-11014,11019,11024-11027,11031,11034-11035,11048,11050-11052,11056-11058,11060,11065-11067,11071,11074-11082,11086-11088,11091-11093,11095-11097,11099,11102,11108,11111-11117,11123-11128,11131,11135,11153,11156,11161,11163,11171-11172,11174,11176

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification

Property svn:mergeinfo changed

/branches/DataPreprocessing/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification (added)	merged: 10538,11009,11064
/branches/LogResidualEvaluator/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification (added)	merged: 10483
/branches/SpectralKernelForGaussianProcesses/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification (added)	merged: 10479
/stable/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification (added)	merged: 10032,11170,11173
/trunk/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification (added)	merged: 9456,9462,9587,10037,10273,10291,10368,10375,10378,10418,10469,10480,10484,10576,11025-11026,11114,11171,11174

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification-3.4.csproj

-                      r11203
+                      r11205
     <Compile Include="ModelCreators\NormalDistributedThresholdsModelCreator.cs" />
     <Compile Include="MultiObjective\SymbolicClassificationMultiObjectiveValidationBestSolutionAnalyzer.cs" />
+    <Compile Include="SymbolicClassificationPruningAnalyzer.cs" />
     <Compile Include="SymbolicClassificationSolutionImpactValuesCalculator.cs" />
     <Compile Include="SymbolicNearestNeighbourClassificationModel.cs" />
 …
       <SubType>Code</SubType>
     </Compile>
+    <Compile Include="SymbolicClassificationPruningOperator.cs" />
     <None Include="HeuristicLab.snk" />
     <None Include="Plugin.cs.frame" />

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationEvaluator.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationModel.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
 namespace HeuristicLab.Problems.DataAnalysis.Symbolic.Classification {
   public interface ISymbolicClassificationModel : IClassificationModel, ISymbolicDataAnalysisModel {
-    double LowerEstimationLimit { get; }
-    double UpperEstimationLimit { get; }
     void RecalculateModelParameters(IClassificationProblemData problemData, IEnumerable<int> rows);
     new ISymbolicClassificationSolution CreateClassificationSolution(IClassificationProblemData problemData);

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationModelCreator.cs

r11203	r11205
2	2
3	3	/* HeuristicLab
4		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	4	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
5	5	*
6	6	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationModelCreatorOperator.cs

r11203	r11205
2	2
3	3	/* HeuristicLab
4		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	4	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
5	5	*
6	6	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationMultiObjectiveEvaluator.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationSingleObjectiveEvaluator.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicClassificationSolution.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicDiscriminantFunctionClassificationModel.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Interfaces/ISymbolicDiscriminantFunctionClassificationModelCreator.cs

r11203	r11205
2	2
3	3	/* HeuristicLab
4		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	4	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
5	5	*
6	6	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/ModelCreators/AccuracyMaximizingThresholdsModelCreator.cs

r11203	r11205
2	2
3	3	/* HeuristicLab
4		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	4	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
5	5	*
6	6	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/ModelCreators/NearestNeighborModelCreator.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/ModelCreators/NormalDistributedThresholdsModelCreator.cs

r11203	r11205
2	2
3	3	/* HeuristicLab
4		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	4	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
5	5	*
6	6	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/MultiObjective/SymbolicClassificationMultiObjectiveEvaluator.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/MultiObjective/SymbolicClassificationMultiObjectiveMeanSquaredErrorTreeSizeEvaluator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
     public override IEnumerable<bool> Maximization { get { return new bool[2] { false, false }; } }
     public override IOperation Apply() {
+    public override IOperation InstrumentedApply() {
       IEnumerable<int> rows = GenerateRowsToEvaluate();
       var solution = SymbolicExpressionTreeParameter.ActualValue;
       double[] qualities = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, ProblemDataParameter.ActualValue, rows);
       QualitiesParameter.ActualValue = new DoubleArray(qualities);
       return base.Apply();
+      return base.InstrumentedApply();
+    }

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/MultiObjective/SymbolicClassificationMultiObjectivePearsonRSquaredTreeSizeEvaluator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
     public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } }
     public override IOperation Apply() {
+    public override IOperation InstrumentedApply() {
       IEnumerable<int> rows = GenerateRowsToEvaluate();
       var solution = SymbolicExpressionTreeParameter.ActualValue;
       double[] qualities = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, ProblemDataParameter.ActualValue, rows, ApplyLinearScalingParameter.ActualValue.Value);
       QualitiesParameter.ActualValue = new DoubleArray(qualities);
       return base.Apply();
+      return base.InstrumentedApply();
+    }

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/MultiObjective/SymbolicClassificationMultiObjectiveProblem.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/MultiObjective/SymbolicClassificationMultiObjectiveTrainingBestSolutionAnalyzer.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/MultiObjective/SymbolicClassificationMultiObjectiveValidationBestSolutionAnalyzer.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Plugin.cs.frame

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
 namespace HeuristicLab.Problems.DataAnalysis.Symbolic.Classification {
   [Plugin("HeuristicLab.Problems.DataAnalysis.Symbolic.Classification","Provides classes to perform symbolic classification (single- or multiobjective).", "3.4.3.$WCREV$")]
+  [Plugin("HeuristicLab.Problems.DataAnalysis.Symbolic.Classification","Provides classes to perform symbolic classification (single- or multiobjective).", "3.4.6.$WCREV$")]
   [PluginFile("HeuristicLab.Problems.DataAnalysis.Symbolic.Classification-3.4.dll", PluginFileType.Assembly)]
   [PluginDependency("HeuristicLab.ALGLIB", "3.7.0")]

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/Properties/AssemblyInfo.cs.frame

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
 [assembly: AssemblyCompany("")]
 [assembly: AssemblyProduct("HeuristicLab")]
 [assembly: AssemblyCopyright("(c) 2002-2012 HEAL")]
+[assembly: AssemblyCopyright("(c) 2002-2014 HEAL")]
 [assembly: AssemblyTrademark("")]
 [assembly: AssemblyCulture("")]
 …
 // by using the '*' as shown below:
 [assembly: AssemblyVersion("3.4.0.0")]
 [assembly: AssemblyFileVersion("3.4.3.$WCREV$")]
+[assembly: AssemblyFileVersion("3.4.6.$WCREV$")]

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveBoundedMeanSquaredErrorEvaluator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
     public override bool Maximization { get { return false; } }
     public override IOperation Apply() {
+    public override IOperation InstrumentedApply() {
       IEnumerable<int> rows = GenerateRowsToEvaluate();
       var solution = SymbolicExpressionTreeParameter.ActualValue;
       double quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, ProblemDataParameter.ActualValue, rows, ApplyLinearScalingParameter.ActualValue.Value);
       QualityParameter.ActualValue = new DoubleValue(quality);
       return base.Apply();
+      return base.InstrumentedApply();
+    }

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveEvaluator.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveMeanSquaredErrorEvaluator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
     public override bool Maximization { get { return false; } }
     public override IOperation Apply() {
+    public override IOperation InstrumentedApply() {
       IEnumerable<int> rows = GenerateRowsToEvaluate();
       var solution = SymbolicExpressionTreeParameter.ActualValue;
       double quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, ProblemDataParameter.ActualValue, rows, ApplyLinearScalingParameter.ActualValue.Value);
       QualityParameter.ActualValue = new DoubleValue(quality);
       return base.Apply();
+      return base.InstrumentedApply();
+    }

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveOverfittingAnalyzer.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
       IExecutionContext childContext = (IExecutionContext)ExecutionContext.CreateChildOperation(evaluator);
       double[] validationQuality = SymbolicExpressionTree
-        .AsParallel()
         .Select(t => evaluator.Evaluate(childContext, t, problemData, rows))
         .ToArray();

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectivePearsonRSquaredEvaluator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
     public override bool Maximization { get { return true; } }
     public override IOperation Apply() {
+    public override IOperation InstrumentedApply() {
       IEnumerable<int> rows = GenerateRowsToEvaluate();
       var solution = SymbolicExpressionTreeParameter.ActualValue;
       double quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, solution, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, ProblemDataParameter.ActualValue, rows, ApplyLinearScalingParameter.ActualValue.Value);
       QualityParameter.ActualValue = new DoubleValue(quality);
       return base.Apply();
+      return base.InstrumentedApply();
+    }

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectivePenaltyScoreEvaluator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
     public override IOperation Apply() {
+    public override IOperation InstrumentedApply() {
       double quality = Evaluate(ExecutionContext, SymbolicExpressionTreeParameter.ActualValue, ProblemDataParameter.ActualValue, GenerateRowsToEvaluate());
       QualityParameter.ActualValue = new DoubleValue(quality);
       return base.Apply();
+      return base.InstrumentedApply();
+    }

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveProblem.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveTrainingBestSolutionAnalyzer.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveTrainingParetoBestSolutionAnalyzer.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveValidationBestSolutionAnalyzer.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SingleObjective/SymbolicClassificationSingleObjectiveValidationParetoBestSolutionAnalyzer.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SymbolicClassificationModel.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
   [StorableClass]
   [Item(Name = "SymbolicClassificationModel", Description = "Represents a symbolic classification model.")]
+  public abstract class
+    SymbolicClassificationModel : SymbolicDataAnalysisModel, ISymbolicClassificationModel {
+    [Storable]
+    private double lowerEstimationLimit;
+    public double LowerEstimationLimit { get { return lowerEstimationLimit; } }
+    [Storable]
+    private double upperEstimationLimit;
+    public double UpperEstimationLimit { get { return upperEstimationLimit; } }
+  public abstract class SymbolicClassificationModel : SymbolicDataAnalysisModel, ISymbolicClassificationModel {
     [StorableConstructor]
     protected SymbolicClassificationModel(bool deserializing) : base(deserializing) { }
+    protected SymbolicClassificationModel(SymbolicClassificationModel original, Cloner cloner)
+      : base(original, cloner) {
+      lowerEstimationLimit = original.lowerEstimationLimit;
+      upperEstimationLimit = original.upperEstimationLimit;
+    }
+    protected SymbolicClassificationModel(ISymbolicExpressionTree tree, ISymbolicDataAnalysisExpressionTreeInterpreter interpreter, double lowerEstimationLimit = double.MinValue, double upperEstimationLimit = double.MaxValue)
+      : base(tree, interpreter) {
+      this.lowerEstimationLimit = lowerEstimationLimit;
+      this.upperEstimationLimit = upperEstimationLimit;
+    }
+    protected SymbolicClassificationModel(SymbolicClassificationModel original, Cloner cloner) : base(original, cloner) { }
+    protected SymbolicClassificationModel(ISymbolicExpressionTree tree, ISymbolicDataAnalysisExpressionTreeInterpreter interpreter,
+      double lowerEstimationLimit = double.MinValue, double upperEstimationLimit = double.MaxValue)
+      : base(tree, interpreter, lowerEstimationLimit, upperEstimationLimit) { }
     public abstract IEnumerable<double> GetEstimatedClassValues(Dataset dataset, IEnumerable<int> rows);

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SymbolicClassificationSolution.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SymbolicClassificationSolutionImpactValuesCalculator.cs

-                      r11203
+                      r11205
 #region License Information
 /* HeuristicLab
  * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
+ *
  * This file is part of HeuristicLab.
 …
 #endregion
+using System;
 using System.Collections.Generic;
 using HeuristicLab.Common;
+using HeuristicLab.Core;
 using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
+using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
 namespace HeuristicLab.Problems.DataAnalysis.Symbolic.Classification {
+  [StorableClass]
+  [Item("SymbolicClassificationSolutionImpactValuesCalculator", "Calculate symbolic expression tree node impact values for classification problems.")]
   public class SymbolicClassificationSolutionImpactValuesCalculator : SymbolicDataAnalysisSolutionImpactValuesCalculator {
+    public SymbolicClassificationSolutionImpactValuesCalculator() { }
+    protected SymbolicClassificationSolutionImpactValuesCalculator(SymbolicClassificationSolutionImpactValuesCalculator original, Cloner cloner)
+      : base(original, cloner) { }
+    public override IDeepCloneable Clone(Cloner cloner) {
+      return new SymbolicClassificationSolutionImpactValuesCalculator(this, cloner);
+    }
+    [StorableConstructor]
+    protected SymbolicClassificationSolutionImpactValuesCalculator(bool deserializing) : base(deserializing) { }
     public override double CalculateReplacementValue(ISymbolicDataAnalysisModel model, ISymbolicExpressionTreeNode node, IDataAnalysisProblemData problemData, IEnumerable<int> rows) {
       var classificationModel = (ISymbolicClassificationModel)model;
 …
     public override double CalculateImpactValue(ISymbolicDataAnalysisModel model, ISymbolicExpressionTreeNode node, IDataAnalysisProblemData problemData, IEnumerable<int> rows, double originalQuality = double.NaN) {
+      double impactValue, replacementValue;
+      CalculateImpactAndReplacementValues(model, node, problemData, rows, out impactValue, out replacementValue, originalQuality);
+      return impactValue;
+    }
+    public override void CalculateImpactAndReplacementValues(ISymbolicDataAnalysisModel model, ISymbolicExpressionTreeNode node,
+      IDataAnalysisProblemData problemData, IEnumerable<int> rows, out double impactValue, out double replacementValue,
+      double originalQuality = Double.NaN) {
       var classificationModel = (ISymbolicClassificationModel)model;
       var classificationProblemData = (IClassificationProblemData)problemData;
 …
+      }
       var replacementValue = CalculateReplacementValue(classificationModel, node, classificationProblemData, rows);
+      replacementValue = CalculateReplacementValue(classificationModel, node, classificationProblemData, rows);
       var constantNode = new ConstantTreeNode(new Constant()) { Value = replacementValue };
       var cloner = new Cloner();
-      cloner.RegisterClonedObject(node, constantNode);
       var tempModel = cloner.Clone(classificationModel);
+      tempModel.RecalculateModelParameters(classificationProblemData, rows);
+      var tempModelNode = (ISymbolicExpressionTreeNode)cloner.GetClone(node);
+      var tempModelParentNode = tempModelNode.Parent;
+      int i = tempModelParentNode.IndexOfSubtree(tempModelNode);
+      tempModelParentNode.RemoveSubtree(i);
+      tempModelParentNode.InsertSubtree(i, constantNode);
       var estimatedClassValues = tempModel.GetEstimatedClassValues(dataset, rows);
 …
       if (errorState != OnlineCalculatorError.None) newQuality = 0.0;
       return originalQuality - newQuality;
+      impactValue = originalQuality - newQuality;
+    }
+  }
+}

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SymbolicDiscriminantFunctionClassificationModel.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SymbolicDiscriminantFunctionClassificationSolution.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

branches/HiveStatistics/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Classification/3.4/SymbolicNearestNeighbourClassificationModel.cs

r11203	r11205
1	1	#region License Information
2	2	/* HeuristicLab
3		* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
	3	* Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4	4	*
5	5	* This file is part of HeuristicLab.

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