private void TrainNetwork()
{
network = (BasicNetwork)EncogDirectoryPersistence.LoadObject(Config.TrainedNetworkFile);
trainingSet = EncogUtility.LoadCSV2Memory(Config.NormalizedTrainingFile.ToString(),
network.InputCount, network.OutputCount, true, CSVFormat.English, false);
crossValidationSet = EncogUtility.LoadCSV2Memory(Config.NormalizedCrossValidationFile.ToString(),
network.InputCount, network.OutputCount, true, CSVFormat.English, false);
train = new ResilientPropagation(network, trainingSet);
IterationDataCollection.Clear();
CVIterationDataCollection.Clear();
IterationLogs.Clear();
trainWorker.RunWorkerAsync();
}
void trainWorker_ProgressChanged(object sender, ProgressChangedEventArgs e)
{
Action UpdateCollection = () =>
{
var IterationResults = (KeyValuePair <int, double>[])e.UserState;
IterationDataCollection.Add(new IterationData()
{
IterationError = IterationResults[0].Value, IterationNumber = IterationResults[0].Key
});
CVIterationDataCollection.Add(new IterationData()
{
IterationError = IterationResults[1].Value, IterationNumber = IterationResults[1].Key
});
IterationLogs.Add(String.Format(IterationResults[0].Value + " Epoch-> " + IterationResults[0].Key));
};
App.Current.Dispatcher.Invoke(UpdateCollection, DispatcherPriority.Normal);
}
