Changeset 13300 for trunk/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Regression/3.4/MultiObjective

Timestamp:

11/19/15 14:15:19 (9 years ago)

Author:

gkronber

Message:

#2175 made some changes while reviewing the code

Location:

trunk/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Regression/3.4/MultiObjective

Files:

• PearsonRSquaredNestedTreeSizeEvaluator.cs (modified) (3 diffs)
• PearsonRSquaredNumberOfVariablesEvaluator.cs (modified) (3 diffs)
• PearsonRSquaredTreeComplexityEvaluator.cs (modified) (2 diffs)

trunk/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Regression/3.4/MultiObjective/PearsonRSquaredNestedTreeSizeEvaluator.cs

@@ -44 +44 @@
     public PearsonRSquaredNestedTreeSizeEvaluator() : base() { }
 
-    public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } }
+    public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } } // maximize R² & minimize nested tree size
 
     public override IOperation InstrumentedApply() {
@@ -67 +67 @@
       if (decimalPlaces >= 0)
         r2 = Math.Round(r2, decimalPlaces);
-      return new double[2] { r2, solution.IterateNodesPostfix().Sum(n => n.GetLength()) };
+      return new double[2] { r2, solution.IterateNodesPostfix().Sum(n => n.GetLength()) }; // sum of the length of the whole sub-tree for each node 
     }
 
@@ -74 +74 @@
       EstimationLimitsParameter.ExecutionContext = context;
       ApplyLinearScalingParameter.ExecutionContext = context;
+      // DecimalPlaces parameter is a FixedValueParameter and doesn't need the context.
 
-      double[] quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, tree, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, problemData, rows, ApplyLinearScalingParameter.ActualValue.Value, DecimalPlaces);
+      double[] quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, tree, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, problemData, rows, ApplyLinearScalingParameter.ActualValue.Value, DecimalPlaces); 
 
       SymbolicDataAnalysisTreeInterpreterParameter.ExecutionContext = null;

trunk/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Regression/3.4/MultiObjective/PearsonRSquaredNumberOfVariablesEvaluator.cs

@@ -44 +44 @@
     public PearsonRSquaredNumberOfVariablesEvaluator() : base() { }
 
-    public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } }
+    public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } } // maximize R² and minimize the number of variables
 
     public override IOperation InstrumentedApply() {
@@ -66 +66 @@
       if (decimalPlaces >= 0)
         r2 = Math.Round(r2, decimalPlaces);
-      return new double[2] { r2, solution.IterateNodesPostfix().OfType<VariableTreeNode>().Count() };
+      return new double[2] { r2, solution.IterateNodesPostfix().OfType<VariableTreeNode>().Count() }; // count the number of variables
     }
 
@@ -73 +73 @@
       EstimationLimitsParameter.ExecutionContext = context;
       ApplyLinearScalingParameter.ExecutionContext = context;
+      // DecimalPlaces parameter is a FixedValueParameter and doesn't need the context.
 
       double[] quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, tree, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, problemData, rows, ApplyLinearScalingParameter.ActualValue.Value, DecimalPlaces);

trunk/sources/HeuristicLab.Problems.DataAnalysis.Symbolic.Regression/3.4/MultiObjective/PearsonRSquaredTreeComplexityEvaluator.cs

@@ -43 +43 @@
     public PearsonRSquaredTreeComplexityEvaluator() : base() { }
 
-    public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } }
+    public override IEnumerable<bool> Maximization { get { return new bool[2] { true, false }; } } // maximize R² and minimize model complexity 
 
     public override IOperation InstrumentedApply() {
@@ -72 +72 @@
       EstimationLimitsParameter.ExecutionContext = context;
       ApplyLinearScalingParameter.ExecutionContext = context;
+      // DecimalPlaces parameter is a FixedValueParameter and doesn't need the context.
 
       double[] quality = Calculate(SymbolicDataAnalysisTreeInterpreterParameter.ActualValue, tree, EstimationLimitsParameter.ActualValue.Lower, EstimationLimitsParameter.ActualValue.Upper, problemData, rows, ApplyLinearScalingParameter.ActualValue.Value, DecimalPlaces);