private void backgroundWorker1_RunWorkerCompleted(object sender, RunWorkerCompletedEventArgs e)
{
txtStatus.Text = "Training Completed...and ready to testing.";
btnCancelTrain.Enabled = false;
btnTrain.Enabled = true;
btnTest.Enabled = true;
trainingCompleted = true;
// Update training result panel.
if (selectedTypeOfFuzzyARTMAP == 0)
{
ProcessSimplifiedFuzzyARTMap processSimplified = (ProcessSimplifiedFuzzyARTMap)process;
UpdateTrainingResult(processSimplified.Network, processSimplified.Performance.Count);
}
else if (selectedTypeOfFuzzyARTMAP == 1)
{
ProcessOrderedFuzzyARTMap processOrdered = (ProcessOrderedFuzzyARTMap)process;
UpdateTrainingResult(processOrdered.Network.FuzzyARTMap, processOrdered.Performance.Count);
}
else if (selectedTypeOfFuzzyARTMAP == 2)
{
ProcessModifiedHybridFuzzyARTMap processExternal = (ProcessModifiedHybridFuzzyARTMap)process;
UpdateTrainingResult(processExternal.FArtMap, processExternal.Performance.Count);
}
else
{
ProcessModifiedHybridFuzzyARTMap processHybrid = (ProcessModifiedHybridFuzzyARTMap)process;
UpdateTrainingResult(processHybrid.MArtMap, processHybrid.Performance.Count);
}
}
private void lnkMoreDetails_LinkClicked(object sender, LinkLabelLinkClickedEventArgs e)
{
Form3 moreDetails = new Form3();
if (cbFuzzyARTMAPType.SelectedIndex == 0)
{
moreDetails.FArtMap = ((ProcessSimplifiedFuzzyARTMap)process).Network;
}
else if (cbFuzzyARTMAPType.SelectedIndex == 1)
{
moreDetails.FArtMap = ((ProcessOrderedFuzzyARTMap)process).Network.FuzzyARTMap;
}
else
{
ProcessModifiedHybridFuzzyARTMap processHybrid = (ProcessModifiedHybridFuzzyARTMap)process;
if (processHybrid.Parameter.Mode == ProcessModifiedHybridFuzzyARTMapMode.EXTERNAL)
{
moreDetails.FArtMap = processHybrid.FArtMap;
}
else
{
}
}
moreDetails.ShowDialog();
}
private void btnTest_Click(object sender, EventArgs e)
{
if (trainingCompleted)
{
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;
}
parameter.InputSize = Convert.ToInt32(nudInputSize.Value);
parameter.TargetSize = Convert.ToInt32(nudTargetSize.Value);
parameter.NoOfClasses = Convert.ToInt32(nudNoOfClasses.Value);
parameter.TestingFile = txtTestFile.Text;
parameter.OutputFile = txtOutputFile.Text;
Form2 result = new Form2();
result.OutputFile = txtOutputFile.Text;
if (process is ProcessSimplifiedFuzzyARTMap)
{
ProcessSimplifiedFuzzyARTMap processSimplified =
process as ProcessSimplifiedFuzzyARTMap;
processSimplified.Test();
result.Performance = processSimplified.Performance;
}
else if (process is ProcessOrderedFuzzyARTMap)
{
ProcessOrderedFuzzyARTMap processOrdered =
process as ProcessOrderedFuzzyARTMap;
processOrdered.Test();
result.Performance = processOrdered.Performance;
}
else if (process is ProcessModifiedHybridFuzzyARTMap)
{
ProcessModifiedHybridFuzzyARTMap processHybrid =
process as ProcessModifiedHybridFuzzyARTMap;
processHybrid.Test();
result.Performance = processHybrid.Performance;
}
result.ShowDialog();
}
}
static void Main(string[] args)
{
//ProcessSimplifiedFuzzyARTMap processor
// = new ProcessSimplifiedFuzzyARTMap(19, 1, 7, 0.7, 0.0001, 0.05, 1.0e-8, 1000);
//ProcessOrderedFuzzyARTMap processor
// = new ProcessOrderedFuzzyARTMap(19, 1, 7, 7, 0.00, 0.05, 1.0e-8);
ProcessModifiedHybridFuzzyARTMap processor =
new ProcessModifiedHybridFuzzyARTMap(19, 1, 7, 0.93, 0.001, 0.05, 0.01, 0.05, 1.0e-4, 1.0e-8);
processor.Parameter.LimitedEpochs = 100;
processor.Process();
}
static void Main(string[] args)
{
//ProcessSimplifiedFuzzyARTMap processor =
// new ProcessSimplifiedFuzzyARTMap(13, 1, 3, 0, 0.001, 0.1, 1.0e-8, 10);
//ProcessOrderedFuzzyARTMap processor =
// new ProcessOrderedFuzzyARTMap(4, 1, 3, 3, 0.00, 0.1, 1.0e-8);
ProcessModifiedHybridFuzzyARTMap processor =
new ProcessModifiedHybridFuzzyARTMap(13, 1, 3, 0.0, 0.01, 0.01, 0.02, 0.06, 1.0e-4, 1.0e-8);
processor.Parameter.NormalizedValue = true;
processor.Parameter.TrainingFile = "wine.0.tn.txt";
processor.Parameter.TestingFile = "wine.0.ts.txt";
processor.Parameter.LimitedEpochs = 10;
processor.Process();
}
