public ProcessModifiedHybridFuzzyARTMap(
ProcessModifiedHybridFuzzyARTMapParameter parameter)
{
if (parameter == null)
{
throw new ArgumentNullException("Parameter mustn't be null.");
}
this.Parameter = parameter;
}
public ProcessModifiedHybridFuzzyARTMap(
ProcessModifiedHybridFuzzyARTMapParameter parameter)
{
if (parameter == null)
{
throw new ArgumentNullException("Parameter mustn't be null.");
}
this.Parameter = parameter;
}
public ProcessModifiedHybridFuzzyARTMap(int inputSize, int targetSize, int numberOfClasses, double basedVigilance,
double vigilanceAdjustRate, double weightAdjustRate, double maximumEntropy, double maximumTotalEntropy,
double choicingParam, double limitedMse)
{
ProcessModifiedHybridFuzzyARTMapParameter param =
new ProcessModifiedHybridFuzzyARTMapParameter();
param.InputSize = inputSize;
param.TargetSize = targetSize;
param.NoOfClasses = numberOfClasses;
param.ArtABasedVigilance = basedVigilance;
param.VigilanceAdjustRate = vigilanceAdjustRate;
param.ArtABeta = weightAdjustRate;
param.MaximumEntropy = maximumEntropy;
param.MaximumTotalEntropy = maximumTotalEntropy;
param.ChoicingParam = choicingParam;
param.LimitedMseValue = limitedMse;
param.Mode = ProcessModifiedHybridFuzzyARTMapMode.DUAL;
this.Parameter = param;
}
public ProcessModifiedHybridFuzzyARTMap(int inputSize, int targetSize, int numberOfClasses, double basedVigilance,
double vigilanceAdjustRate, double weightAdjustRate, double maximumEntropy, double maximumTotalEntropy,
double choicingParam, double limitedMse)
{
ProcessModifiedHybridFuzzyARTMapParameter param =
new ProcessModifiedHybridFuzzyARTMapParameter();
param.InputSize = inputSize;
param.TargetSize = targetSize;
param.NoOfClasses = numberOfClasses;
param.ArtABasedVigilance = basedVigilance;
param.VigilanceAdjustRate = vigilanceAdjustRate;
param.ArtABeta = weightAdjustRate;
param.MaximumEntropy = maximumEntropy;
param.MaximumTotalEntropy = maximumTotalEntropy;
param.ChoicingParam = choicingParam;
param.LimitedMseValue = limitedMse;
param.Mode = ProcessModifiedHybridFuzzyARTMapMode.DUAL;
this.Parameter = param;
}
private void btnTrain_Click(object sender, EventArgs e)
{
// Validate errors.
if (txtTrainingFile.Text == string.Empty)
{
MessageBox.Show(this, "Training file mustn't be empty.", "Error");
return;
}
if (txtTestFile.Text == string.Empty ||
txtOutputFile.Text == string.Empty)
{
MessageBox.Show(this, "Test file and output file mustn't be empty.", "Error");
return;
}
if (nudInputSize.Value == 0)
{
MessageBox.Show(this, "Increment size mustn't be zero.");
return;
}
if (nudTargetSize.Value == 0)
{
MessageBox.Show(this, "Target size mustn't be zero.");
return;
}
if (nudNoOfClasses.Value == 0)
{
MessageBox.Show(this, "Number of Class mustn't be zero.");
return;
}
// Get process parameter from GUI.
if (cbFuzzyARTMAPType.SelectedIndex == 0)
{
parameter = new ProcessSimplifiedFuzzyARTMapParameter();
}
else if (cbFuzzyARTMAPType.SelectedIndex == 1)
{
parameter = new ProcessOrderedFuzzyARTMapParameter();
((ProcessOrderedFuzzyARTMapParameter)parameter).NoOfClusters
= Convert.ToInt32(nudNoOfClusters.Value);
}
else
{
ProcessModifiedHybridFuzzyARTMapParameter hybridParameter =
new ProcessModifiedHybridFuzzyARTMapParameter();
if (cbFuzzyARTMAPType.SelectedIndex == 2)
{
hybridParameter.Mode = ProcessModifiedHybridFuzzyARTMapMode.EXTERNAL;
}
else
{
// Recieve input from vigilance adjust rate,
// maximum small entropy, maximum total entropy
hybridParameter.VigilanceAdjustRate = Convert.ToDouble(nudAdjustVigilanceRate.Value);
hybridParameter.MaximumEntropy = Convert.ToDouble(nudMaximumEntropy.Value);
hybridParameter.MaximumTotalEntropy = Convert.ToDouble(nudMaximumTotalEntropy.Value);
if (cbFuzzyARTMAPType.SelectedIndex == 3)
{
hybridParameter.Mode = ProcessModifiedHybridFuzzyARTMapMode.INTERNAL;
}
else if (cbFuzzyARTMAPType.SelectedIndex == 4)
{
hybridParameter.Mode = ProcessModifiedHybridFuzzyARTMapMode.DUAL;
}
}
parameter = hybridParameter;
}
// Set common properties of parameter.
parameter.InputSize = Convert.ToInt32(nudInputSize.Value);
parameter.TargetSize = Convert.ToInt32(nudTargetSize.Value);
parameter.NoOfClasses = Convert.ToInt32(nudNoOfClasses.Value);
parameter.TrainingFile = txtTrainingFile.Text;
parameter.TestingFile = txtTestFile.Text;
parameter.ArtABasedVigilance = Convert.ToDouble(nudARTABaseVigilance.Value);
parameter.ChoicingParam = Convert.ToDouble(nudARTAChoiceValue.Value);
parameter.ArtABeta = Convert.ToDouble(nudARTABeta.Value);
parameter.LimitedMseValue = Convert.ToDouble(nudLimitedMSE.Value);
parameter.LimitedEpochs = Convert.ToInt32(nudLimitedEpochs.Value);
parameter.NormalizedValue = cbNormalizeInputData.Checked;
// Process neural network.
txtStatus.Text = "Waiting for training....";
selectedTypeOfFuzzyARTMAP = cbFuzzyARTMAPType.SelectedIndex;
btnTrain.Enabled = false;
btnCancelTrain.Enabled = true;
backgroundWorker1.RunWorkerAsync();
}