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Ignore:
Timestamp:
09/14/12 18:58:15 (12 years ago)
Author:
gkronber
Message:

#1847 merged r8205:8635 from trunk into branch

Location:
branches/GP-MoveOperators
Files:
17 edited

Legend:

Unmodified
Added
Removed

  • branches/GP-MoveOperators

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionEight.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 6.87 + (11 * sqrt(7.23 * X0 * X3 * X4))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4847    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4948    protected override int TrainingPartitionStart { get { return 0; } }
    50     protected override int TrainingPartitionEnd { get { return 5000; } }
    51     protected override int TestPartitionStart { get { return 5000; } }
    52     protected override int TestPartitionEnd { get { return 10000; } }
     49    protected override int TrainingPartitionEnd { get { return 10000; } }
     50    protected override int TestPartitionStart { get { return 10000; } }
     51    protected override int TestPartitionEnd { get { return 20000; } }
    5352
    5453    protected override List<List<double>> GenerateValues() {
    5554      List<List<double>> data = new List<List<double>>();
    56       for (int i = 0; i < AllowedInputVariables.Count(); i++) {
    57         data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList());
    58       }
     55      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
     56      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     57      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     58      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
     59      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
    5960
    6061      double x0, x3, x4;

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionEleven.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 6.87 + (11 * cos(7.23 * X0 * X0 * X0))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionFive.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 3.0 + (2.13 * log(X4))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4847    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4948    protected override int TrainingPartitionStart { get { return 0; } }
    50     protected override int TrainingPartitionEnd { get { return 5000; } }
    51     protected override int TestPartitionStart { get { return 5000; } }
    52     protected override int TestPartitionEnd { get { return 10000; } }
     49    protected override int TrainingPartitionEnd { get { return 10000; } }
     50    protected override int TestPartitionStart { get { return 10000; } }
     51    protected override int TestPartitionEnd { get { return 20000; } }
    5352
    5453    protected override List<List<double>> GenerateValues() {
    5554      List<List<double>> data = new List<List<double>>();
    56       for (int i = 0; i < AllowedInputVariables.Count(); i++) {
    57         data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList());
    58       }
     55      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     56      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     57      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     58      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     59      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
    5960
    6061      double x4;

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionFiveteen.cs

    r7849 r8660  
    2727  public class KornsFunctionFiveteen : ArtificialRegressionDataDescriptor {
    2828
    29     public override string Name { get { return "Korns 15 y = 12.0 - (6.0 * ((tan(X0) / exp(X1)) * (log(X2) - tan(X3))))"; } }
     29    public override string Name { get { return "Korns 15 y = 12.0 - (6.0 * ((tan(X0) / exp(X1)) * (ln(X2) - tan(X3))))"; } }
    3030    public override string Description {
    3131      get {
    3232        return "Paper: Accuracy in Symbolic Regression" + Environment.NewLine
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    34         + "Function: y = 12.0 - (6.0 * ((tan(X0) / exp(X1)) * (log(X2) - tan(X3))))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     34        + "Function: y = 12.0 - (6.0 * ((tan(X0) / exp(X1)) * (ln(X2) - tan(X3))))" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4847    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4948    protected override int TrainingPartitionStart { get { return 0; } }
    50     protected override int TrainingPartitionEnd { get { return 5000; } }
    51     protected override int TestPartitionStart { get { return 5000; } }
    52     protected override int TestPartitionEnd { get { return 10000; } }
     49    protected override int TrainingPartitionEnd { get { return 10000; } }
     50    protected override int TestPartitionStart { get { return 10000; } }
     51    protected override int TestPartitionEnd { get { return 20000; } }
    5352
    5453    protected override List<List<double>> GenerateValues() {
    5554      List<List<double>> data = new List<List<double>>();
    56       for (int i = 0; i < AllowedInputVariables.Count(); i++) {
    57         data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList());
    58       }
     55      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     56      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     57      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
     58      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     59      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
    5960
    6061      double x0, x1, x2, x3;

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionFour.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = -2.3 + (0.13 * sin(X2))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
     51
    5252
    5353    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionFourteen.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 22.0 + (4.2 * ((cos(X0) - tan(X1)) * (tanh(X2) / sin(X3))))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionNine.cs

    r7849 r8660  
    2727  public class KornsFunctionNine : ArtificialRegressionDataDescriptor {
    2828
    29     public override string Name { get { return "Korns 9 y = ((sqrt(X0) / log(X1)) * (exp(X2) / square(X3)))"; } }
     29    public override string Name { get { return "Korns 9 y = ((sqrt(X0) / log(X1)) * (exp(X2) / X3²)"; } }
    3030    public override string Description {
    3131      get {
    3232        return "Paper: Accuracy in Symbolic Regression" + Environment.NewLine
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    34         + "Function: y = ((sqrt(X0) / log(X1)) * (exp(X2) / square(X3)))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     34        + "Function: y = (sqrt(X0) / log(X1)) * (exp(X2) / X3²)" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4847    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4948    protected override int TrainingPartitionStart { get { return 0; } }
    50     protected override int TrainingPartitionEnd { get { return 5000; } }
    51     protected override int TestPartitionStart { get { return 5000; } }
    52     protected override int TestPartitionEnd { get { return 10000; } }
     49    protected override int TrainingPartitionEnd { get { return 10000; } }
     50    protected override int TestPartitionStart { get { return 10000; } }
     51    protected override int TestPartitionEnd { get { return 20000; } }
    5352
    5453    protected override List<List<double>> GenerateValues() {
    5554      List<List<double>> data = new List<List<double>>();
    56       for (int i = 0; i < AllowedInputVariables.Count(); i++) {
    57         data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList());
    58       }
     55      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
     56      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
     57      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     58      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     59      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
    5960
    6061      double x0, x1, x2, x3;

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionOne.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 1.57 + (24.3 * X3)" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    3635        + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     36        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     37        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     38        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3939        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4040        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4747    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4848    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     49    protected override int TrainingPartitionEnd { get { return 10000; } }
     50    protected override int TestPartitionStart { get { return 10000; } }
     51    protected override int TestPartitionEnd { get { return 20000; } }
    5252
    5353    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionSeven.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 213.80940889 - (213.80940889 * exp(-0.54723748542 * X0))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionSix.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 1.3 + (0.13 * sqrt(X0))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4847    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4948    protected override int TrainingPartitionStart { get { return 0; } }
    50     protected override int TrainingPartitionEnd { get { return 5000; } }
    51     protected override int TestPartitionStart { get { return 5000; } }
    52     protected override int TestPartitionEnd { get { return 10000; } }
     49    protected override int TrainingPartitionEnd { get { return 10000; } }
     50    protected override int TestPartitionStart { get { return 10000; } }
     51    protected override int TestPartitionEnd { get { return 20000; } }
    5352
    5453    protected override List<List<double>> GenerateValues() {
    5554      List<List<double>> data = new List<List<double>>();
    56       for (int i = 0; i < AllowedInputVariables.Count(); i++) {
    57         data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList());
    58       }
     55      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, 0, 50).ToList()); // note: range is only [0,50] to prevent NaN values (deviates from gp benchmark paper)
     56      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     57      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     58      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
     59      data.Add(ValueGenerator.GenerateUniformDistributedValues(TestPartitionEnd, -50, 50).ToList());
    5960
    6061      double x0;

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionTen.cs

    r7849 r8660  
    2727  public class KornsFunctionTen : ArtificialRegressionDataDescriptor {
    2828
    29     public override string Name { get { return "Korns 10 y = 0.81 + (24.3 * (((2.0 * X1) + (3.0 * square(X2))) / ((4.0 * cube(X3)) + (5.0 * quart(X4)))))"; } }
     29    public override string Name { get { return "Korns 10 y = 0.81 + (24.3 * (((2.0 * X1) + (3.0 * X2²)) / ((4.0 * X3³) + (5.0 * X4^4))))"; } }
    3030    public override string Description {
    3131      get {
    3232        return "Paper: Accuracy in Symbolic Regression" + Environment.NewLine
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    34         + "Function: y = 0.81 + (24.3 * (((2.0 * X1) + (3.0 * square(X2))) / ((4.0 * cube(X3)) + (5.0 * quart(X4)))))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     34        + "Function: y =  0.81 + (24.3 * (((2.0 * X1) + (3.0 * X2²)) / ((4.0 * X3³) + (5.0 * X4^4))))" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionThirteen.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 32.0 - (3.0 * ((tan(X0) / tan(X1)) * (tan(X2) / tan(X3))))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionThree.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 1.57 + (24.3 * X3)" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionTwelve.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 2.0 - (2.1 * (cos(9.8 * X0) * sin(1.3 * X4)))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsFunctionTwo.cs

    r7849 r8660  
    3333        + "Authors: Michael F. Korns" + Environment.NewLine
    3434        + "Function: y = 0.23 + (14.2 * ((X3 + X1) / (3.0 * X4)))" + Environment.NewLine
    35         + "Real Numbers: 3.45, -.982, 100.389, and all other real constants" + Environment.NewLine
    36         + "Row Features: x1, x2, x9, and all other features" + Environment.NewLine
    37         + "Binary Operators: +, -, *, /" + Environment.NewLine
    38         + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, log, exp" + Environment.NewLine
     35        + "Binary Operators: +, -, *, % (protected division)" + Environment.NewLine
     36        + "Unary Operators: sqrt, square, cube, cos, sin, tan, tanh, ln(|x|) (protected log), exp" + Environment.NewLine
     37        + "Constants: random finit 64-bit IEEE double" + Environment.NewLine
    3938        + "\"Our testing regimen uses only statistical best practices out-of-sample testing techniques. "
    4039        + "We test each of the test cases on matrices of 10000 rows by 1 to 5 columns with no noise. "
    … …  
    4746    protected override string[] AllowedInputVariables { get { return new string[] { "X0", "X1", "X2", "X3", "X4" }; } }
    4847    protected override int TrainingPartitionStart { get { return 0; } }
    49     protected override int TrainingPartitionEnd { get { return 5000; } }
    50     protected override int TestPartitionStart { get { return 5000; } }
    51     protected override int TestPartitionEnd { get { return 10000; } }
     48    protected override int TrainingPartitionEnd { get { return 10000; } }
     49    protected override int TestPartitionStart { get { return 10000; } }
     50    protected override int TestPartitionEnd { get { return 20000; } }
    5251
    5352    protected override List<List<double>> GenerateValues() {

  • branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Regression/Korns/KornsInstanceProvider.cs

    r7849 r8660  
    3232    }
    3333    public override Uri WebLink {
    34       get { return new Uri("http://groups.csail.mit.edu/EVO-DesignOpt/GPBenchmarks/"); }
     34      get { return new Uri("http://www.gpbenchmarks.org/wiki/index.php?title=Problem_Classification#Korns"); }
    3535    }
    3636    public override string ReferencePublication {
    37       get { return ""; }
     37      get { return "McDermott et al., 2012 \"Genetic Programming Needs Better Benchmarks\", in Proc. of GECCO 2012."; }
    3838    }
    3939
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