private void Initialize()
{
var add = new Addition();
var sub = new Subtraction();
var mul = new Multiplication();
var div = new Division();
var constant = new Constant();
constant.MinValue = -20;
constant.MaxValue = 20;
var variableSymbol = new HeuristicLab.Problems.DataAnalysis.Symbolic.Variable();
var binFactorVariableSymbol = new BinaryFactorVariable();
var factorVariableSymbol = new FactorVariable();
var allSymbols = new List <Symbol>()
{
add, sub, mul, div, constant, variableSymbol, binFactorVariableSymbol, factorVariableSymbol
};
var functionSymbols = new List <Symbol>()
{
add, sub, mul, div
};
foreach (var symb in allSymbols)
{
AddSymbol(symb);
}
foreach (var funSymb in functionSymbols)
{
SetSubtreeCount(funSymb, 1, 3);
}
SetSubtreeCount(constant, 0, 0);
SetSubtreeCount(variableSymbol, 0, 0);
SetSubtreeCount(binFactorVariableSymbol, 0, 0);
SetSubtreeCount(factorVariableSymbol, 0, 0);
// allow each symbol as child of the start symbol
foreach (var symb in allSymbols)
{
AddAllowedChildSymbol(StartSymbol, symb);
AddAllowedChildSymbol(DefunSymbol, symb);
}
// allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0)
foreach (var parent in functionSymbols)
{
foreach (var child in allSymbols)
{
AddAllowedChildSymbol(parent, child);
}
}
}
private FactorVariable(FactorVariable original, Cloner cloner)
: base(original, cloner)
{
variableValues =
original.variableValues.ToDictionary(kvp => kvp.Key, kvp => new Dictionary <string, int>(kvp.Value));
}
public FactorVariableTreeNode(FactorVariable variableSymbol)
: base(variableSymbol)
{
}
private void Initialize()
{
var add = new Addition();
var sub = new Subtraction();
var mul = new Multiplication();
var div = new Division();
var mean = new Average();
var sin = new Sine();
var cos = new Cosine();
var tan = new Tangent();
var log = new Logarithm();
var pow = new Power();
pow.InitialFrequency = 0.0;
var square = new Square();
square.InitialFrequency = 0.0;
var root = new Root();
root.InitialFrequency = 0.0;
var sqrt = new SquareRoot();
sqrt.InitialFrequency = 0.0;
var airyA = new AiryA();
airyA.InitialFrequency = 0.0;
var airyB = new AiryB();
airyB.InitialFrequency = 0.0;
var bessel = new Bessel();
bessel.InitialFrequency = 0.0;
var cosineIntegral = new CosineIntegral();
cosineIntegral.InitialFrequency = 0.0;
var dawson = new Dawson();
dawson.InitialFrequency = 0.0;
var erf = new Erf();
erf.InitialFrequency = 0.0;
var expIntegralEi = new ExponentialIntegralEi();
expIntegralEi.InitialFrequency = 0.0;
var fresnelCosineIntegral = new FresnelCosineIntegral();
fresnelCosineIntegral.InitialFrequency = 0.0;
var fresnelSineIntegral = new FresnelSineIntegral();
fresnelSineIntegral.InitialFrequency = 0.0;
var gamma = new Gamma();
gamma.InitialFrequency = 0.0;
var hypCosineIntegral = new HyperbolicCosineIntegral();
hypCosineIntegral.InitialFrequency = 0.0;
var hypSineIntegral = new HyperbolicSineIntegral();
hypSineIntegral.InitialFrequency = 0.0;
var norm = new Norm();
norm.InitialFrequency = 0.0;
var psi = new Psi();
psi.InitialFrequency = 0.0;
var sineIntegral = new SineIntegral();
sineIntegral.InitialFrequency = 0.0;
var exp = new Exponential();
var @if = new IfThenElse();
var gt = new GreaterThan();
var lt = new LessThan();
var and = new And();
var or = new Or();
var not = new Not();
var xor = new Xor();
var timeLag = new TimeLag();
timeLag.InitialFrequency = 0.0;
var integral = new Integral();
integral.InitialFrequency = 0.0;
var derivative = new Derivative();
derivative.InitialFrequency = 0.0;
var variableCondition = new VariableCondition();
variableCondition.InitialFrequency = 0.0;
var constant = new Constant();
constant.MinValue = -20;
constant.MaxValue = 20;
var variableSymbol = new HeuristicLab.Problems.DataAnalysis.Symbolic.Variable();
var binFactorVariable = new BinaryFactorVariable();
var factorVariable = new FactorVariable();
var laggedVariable = new LaggedVariable();
laggedVariable.InitialFrequency = 0.0;
var autoregressiveVariable = new AutoregressiveTargetVariable();
autoregressiveVariable.InitialFrequency = 0.0;
autoregressiveVariable.Enabled = false;
var allSymbols = new List <Symbol>()
{
add, sub, mul, div, mean, sin, cos, tan, log, square, pow, sqrt, root, exp,
airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral,
@if, gt, lt, and, or, not, xor, timeLag, integral, derivative, constant, variableSymbol, binFactorVariable, factorVariable, laggedVariable, autoregressiveVariable, variableCondition
};
var unaryFunctionSymbols = new List <Symbol>()
{
square, sqrt, sin, cos, tan, log, exp, not, timeLag, integral, derivative,
airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral
};
var binaryFunctionSymbols = new List <Symbol>()
{
pow, root, gt, lt, variableCondition
};
var ternarySymbols = new List <Symbol>()
{
add, sub, mul, div, mean, and, or, xor
};
var terminalSymbols = new List <Symbol>()
{
variableSymbol, binFactorVariable, factorVariable, constant, laggedVariable, autoregressiveVariable
};
foreach (var symb in allSymbols)
{
AddSymbol(symb);
}
foreach (var funSymb in ternarySymbols)
{
SetSubtreeCount(funSymb, 1, 3);
}
foreach (var funSymb in unaryFunctionSymbols)
{
SetSubtreeCount(funSymb, 1, 1);
}
foreach (var funSymb in binaryFunctionSymbols)
{
SetSubtreeCount(funSymb, 2, 2);
}
foreach (var terminalSymbol in terminalSymbols)
{
SetSubtreeCount(terminalSymbol, 0, 0);
}
SetSubtreeCount(@if, 3, 3);
// allow each symbol as child of the start symbol
foreach (var symb in allSymbols)
{
AddAllowedChildSymbol(StartSymbol, symb);
AddAllowedChildSymbol(DefunSymbol, symb);
}
// allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0)
foreach (var parent in allSymbols.Except(terminalSymbols))
{
foreach (var child in allSymbols)
{
AddAllowedChildSymbol(parent, child);
}
}
}
private void Initialize()
{
#region symbol declaration
var add = new Addition();
var sub = new Subtraction();
var mul = new Multiplication();
var div = new Division();
var mean = new Average();
var sin = new Sine();
var cos = new Cosine();
var tan = new Tangent();
var log = new Logarithm();
var pow = new Power();
var square = new Square();
var root = new Root();
var sqrt = new SquareRoot();
var cube = new Cube();
var cubeRoot = new CubeRoot();
var exp = new Exponential();
var abs = new Absolute();
var airyA = new AiryA();
var airyB = new AiryB();
var bessel = new Bessel();
var cosineIntegral = new CosineIntegral();
var dawson = new Dawson();
var erf = new Erf();
var expIntegralEi = new ExponentialIntegralEi();
var fresnelCosineIntegral = new FresnelCosineIntegral();
var fresnelSineIntegral = new FresnelSineIntegral();
var gamma = new Gamma();
var hypCosineIntegral = new HyperbolicCosineIntegral();
var tanh = new HyperbolicTangent();
var hypSineIntegral = new HyperbolicSineIntegral();
var norm = new Norm();
var psi = new Psi();
var sineIntegral = new SineIntegral();
var analyticalQuotient = new AnalyticQuotient();
var @if = new IfThenElse();
var gt = new GreaterThan();
var lt = new LessThan();
var and = new And();
var or = new Or();
var not = new Not();
var xor = new Xor();
var variableCondition = new VariableCondition();
var timeLag = new TimeLag();
var integral = new Integral();
var derivative = new Derivative();
var constant = new Constant();
constant.MinValue = -20;
constant.MaxValue = 20;
var variableSymbol = new Variable();
var binFactorVariable = new BinaryFactorVariable();
var factorVariable = new FactorVariable();
var laggedVariable = new LaggedVariable();
var autoregressiveVariable = new AutoregressiveTargetVariable();
#endregion
#region group symbol declaration
var arithmeticSymbols = new GroupSymbol(ArithmeticFunctionsName, new List <ISymbol>()
{
add, sub, mul, div, mean
});
var trigonometricSymbols = new GroupSymbol(TrigonometricFunctionsName, new List <ISymbol>()
{
sin, cos, tan, tanh
});
var exponentialAndLogarithmicSymbols = new GroupSymbol(ExponentialFunctionsName, new List <ISymbol> {
exp, log
});
var specialFunctions = new GroupSymbol(SpecialFunctionsName, new List <ISymbol> {
abs, airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi,
fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral, analyticalQuotient
});
var terminalSymbols = new GroupSymbol(TerminalsName, new List <ISymbol> {
constant, variableSymbol, binFactorVariable, factorVariable
});
var realValuedSymbols = new GroupSymbol(RealValuedSymbolsName, new List <ISymbol>()
{
arithmeticSymbols, trigonometricSymbols, exponentialAndLogarithmicSymbols, specialFunctions, terminalSymbols
});
var powerSymbols = new GroupSymbol(PowerFunctionsName, new List <ISymbol> {
square, pow, sqrt, root, cube, cubeRoot
});
var conditionSymbols = new GroupSymbol(ConditionsName, new List <ISymbol> {
@if, variableCondition
});
var comparisonSymbols = new GroupSymbol(ComparisonsName, new List <ISymbol> {
gt, lt
});
var booleanOperationSymbols = new GroupSymbol(BooleanOperatorsName, new List <ISymbol> {
and, or, not, xor
});
var conditionalSymbols = new GroupSymbol(ConditionalSymbolsName, new List <ISymbol> {
conditionSymbols, comparisonSymbols, booleanOperationSymbols
});
var timeSeriesSymbols = new GroupSymbol(TimeSeriesSymbolsName, new List <ISymbol> {
timeLag, integral, derivative, laggedVariable, autoregressiveVariable
});
#endregion
AddSymbol(realValuedSymbols);
AddSymbol(powerSymbols);
AddSymbol(conditionalSymbols);
AddSymbol(timeSeriesSymbols);
#region subtree count configuration
SetSubtreeCount(arithmeticSymbols, 2, 2);
SetSubtreeCount(trigonometricSymbols, 1, 1);
SetSubtreeCount(pow, 2, 2);
SetSubtreeCount(root, 2, 2);
SetSubtreeCount(square, 1, 1);
SetSubtreeCount(cube, 1, 1);
SetSubtreeCount(sqrt, 1, 1);
SetSubtreeCount(cubeRoot, 1, 1);
SetSubtreeCount(exponentialAndLogarithmicSymbols, 1, 1);
foreach (var sy in specialFunctions.Symbols.Except(new[] { analyticalQuotient }))
{
SetSubtreeCount(sy, 1, 1);
}
SetSubtreeCount(analyticalQuotient, 2, 2);
SetSubtreeCount(terminalSymbols, 0, 0);
SetSubtreeCount(@if, 3, 3);
SetSubtreeCount(variableCondition, 2, 2);
SetSubtreeCount(comparisonSymbols, 2, 2);
SetSubtreeCount(and, 2, 2);
SetSubtreeCount(or, 2, 2);
SetSubtreeCount(not, 1, 1);
SetSubtreeCount(xor, 2, 2);
SetSubtreeCount(timeLag, 1, 1);
SetSubtreeCount(integral, 1, 1);
SetSubtreeCount(derivative, 1, 1);
SetSubtreeCount(laggedVariable, 0, 0);
SetSubtreeCount(autoregressiveVariable, 0, 0);
#endregion
#region allowed child symbols configuration
AddAllowedChildSymbol(StartSymbol, realValuedSymbols);
AddAllowedChildSymbol(StartSymbol, powerSymbols);
AddAllowedChildSymbol(StartSymbol, conditionSymbols);
AddAllowedChildSymbol(StartSymbol, timeSeriesSymbols);
AddAllowedChildSymbol(StartSymbol, specialFunctions);
AddAllowedChildSymbol(DefunSymbol, realValuedSymbols);
AddAllowedChildSymbol(DefunSymbol, powerSymbols);
AddAllowedChildSymbol(DefunSymbol, conditionSymbols);
AddAllowedChildSymbol(DefunSymbol, timeSeriesSymbols);
AddAllowedChildSymbol(DefunSymbol, specialFunctions);
AddAllowedChildSymbol(realValuedSymbols, realValuedSymbols);
AddAllowedChildSymbol(realValuedSymbols, powerSymbols);
AddAllowedChildSymbol(realValuedSymbols, conditionSymbols);
AddAllowedChildSymbol(realValuedSymbols, timeSeriesSymbols);
AddAllowedChildSymbol(realValuedSymbols, specialFunctions);
AddAllowedChildSymbol(powerSymbols, variableSymbol, 0);
AddAllowedChildSymbol(powerSymbols, laggedVariable, 0);
AddAllowedChildSymbol(powerSymbols, autoregressiveVariable, 0);
AddAllowedChildSymbol(powerSymbols, constant, 1);
AddAllowedChildSymbol(square, realValuedSymbols, 0);
AddAllowedChildSymbol(square, conditionSymbols, 0);
AddAllowedChildSymbol(square, timeSeriesSymbols, 0);
AddAllowedChildSymbol(sqrt, realValuedSymbols, 0);
AddAllowedChildSymbol(sqrt, conditionSymbols, 0);
AddAllowedChildSymbol(sqrt, timeSeriesSymbols, 0);
AddAllowedChildSymbol(@if, comparisonSymbols, 0);
AddAllowedChildSymbol(@if, booleanOperationSymbols, 0);
AddAllowedChildSymbol(@if, conditionSymbols, 1);
AddAllowedChildSymbol(@if, realValuedSymbols, 1);
AddAllowedChildSymbol(@if, powerSymbols, 1);
AddAllowedChildSymbol(@if, timeSeriesSymbols, 1);
AddAllowedChildSymbol(@if, conditionSymbols, 2);
AddAllowedChildSymbol(@if, realValuedSymbols, 2);
AddAllowedChildSymbol(@if, powerSymbols, 2);
AddAllowedChildSymbol(@if, timeSeriesSymbols, 2);
AddAllowedChildSymbol(booleanOperationSymbols, comparisonSymbols);
AddAllowedChildSymbol(comparisonSymbols, realValuedSymbols);
AddAllowedChildSymbol(comparisonSymbols, powerSymbols);
AddAllowedChildSymbol(comparisonSymbols, conditionSymbols);
AddAllowedChildSymbol(comparisonSymbols, timeSeriesSymbols);
AddAllowedChildSymbol(variableCondition, realValuedSymbols);
AddAllowedChildSymbol(variableCondition, powerSymbols);
AddAllowedChildSymbol(variableCondition, conditionSymbols);
AddAllowedChildSymbol(variableCondition, timeSeriesSymbols);
AddAllowedChildSymbol(timeLag, realValuedSymbols);
AddAllowedChildSymbol(timeLag, powerSymbols);
AddAllowedChildSymbol(timeLag, conditionSymbols);
AddAllowedChildSymbol(integral, realValuedSymbols);
AddAllowedChildSymbol(integral, powerSymbols);
AddAllowedChildSymbol(integral, conditionSymbols);
AddAllowedChildSymbol(derivative, realValuedSymbols);
AddAllowedChildSymbol(derivative, powerSymbols);
AddAllowedChildSymbol(derivative, conditionSymbols);
#endregion
}