void Initialize()
{
performanceCounter = new ProcessPerformanceCounter();
// Create fuzzy art map network.
SimplifiedFuzzyARTMap simplifiedFuzzyARTMap = new SimplifiedFuzzyARTMap(Parameter.InputSize * 2,
Parameter.NoOfClasses * 2, Parameter.ArtABasedVigilance, Parameter.ChoicingParam, Parameter.ArtABeta);
simplifiedFuzzyARTMap.FastCommitedSlowLearningOption = true;
// Create ordered fuzzy art map network
network = new OrderedFuzzyARTMap(simplifiedFuzzyARTMap, Parameter.NoOfClusters);
// Analyze max-min of input columns
AnalyzeMaxMin();
// Initialize inputtransformers level 1
inputTransformers1 = new DataTransformChain[Parameter.InputSize];
InitializeInputDataTransform(inputTransformers1, Parameter.InputSize);
// inputtransformation level 2
inputTransformers2 = new DataTransformChain();
inputTransformers2.AppendDataTransform(new ComplementDataTransform(1.0));
// Target column
targetTransform = new DataTransformChain();
targetTransform.AppendDataTransform(new OneOfNDataTransform(Parameter.NoOfClasses));
targetTransform.AppendDataTransform(new ComplementDataTransform(1.0));
// Output transform
outputTransformers = new DataTransformChain();
outputTransformers.AppendDataTransform(new UnComplementDataTransform());
outputTransformers.AppendDataTransform(new ReverseOneOfNDataTransform(Parameter.NoOfClasses));
}
void Initialize()
{
performanceCounter = new ProcessPerformanceCounter();
// Create fuzzy art map network.
SimplifiedFuzzyARTMap simplifiedFuzzyARTMap = new SimplifiedFuzzyARTMap(Parameter.InputSize * 2,
Parameter.NoOfClasses * 2, Parameter.ArtABasedVigilance, Parameter.ChoicingParam, Parameter.ArtABeta);
simplifiedFuzzyARTMap.FastCommitedSlowLearningOption = true;
// Create ordered fuzzy art map network
network = new OrderedFuzzyARTMap(simplifiedFuzzyARTMap, Parameter.NoOfClusters);
// Analyze max-min of input columns
AnalyzeMaxMin();
// Initialize inputtransformers level 1
inputTransformers1 = new DataTransformChain[Parameter.InputSize];
InitializeInputDataTransform(inputTransformers1, Parameter.InputSize);
// inputtransformation level 2
inputTransformers2 = new DataTransformChain();
inputTransformers2.AppendDataTransform(new ComplementDataTransform(1.0));
// Target column
targetTransform = new DataTransformChain();
targetTransform.AppendDataTransform(new OneOfNDataTransform(Parameter.NoOfClasses));
targetTransform.AppendDataTransform(new ComplementDataTransform(1.0));
// Output transform
outputTransformers = new DataTransformChain();
outputTransformers.AppendDataTransform(new UnComplementDataTransform());
outputTransformers.AppendDataTransform(new ReverseOneOfNDataTransform(Parameter.NoOfClasses));
}