/// <summary>
/// Deserializes the network form save.xml
/// </summary>
private void DeserializeNetwork()
{
if (File.Exists(Directory.GetCurrentDirectory() + "\\save.xml"))
{
try
{
XmlSerializer serializer = new XmlSerializer(typeof(BayesainNetwork));
using (Stream stream = new FileStream("save.xml", FileMode.Open))
using (XmlReader reader = new XmlTextReader(stream))
{
this.m_Network = (BayesainNetwork)serializer.Deserialize(reader);
}
}
catch
{
Console.Clear();
Console.WriteLine(@"File not found. Starting training instead");
this.StartTraining();
}
}
else
{
Console.Clear();
Console.WriteLine(@"File not found. Starting training instead");
this.StartTraining();
}
}
/// <summary>
/// Starts the training process upon completion serializes the network and starts the classification process
/// </summary>
public void StartTraining()
{
this.m_SerializerBackgroundWorker = new BackgroundWorker();
this.m_SerializerBackgroundWorker.DoWork += this.SerializeNetworkAsync;
this.m_Network = null;
this.m_Network = new BayesainNetwork();
//Actually start training
this.m_Network.StartTraining();
//Serialize network
this.m_SerializerBackgroundWorker.RunWorkerAsync();
Console.Clear();
Console.WriteLine(@"Continuing to Classification");
Console.ReadKey();
//Continue to classification
this.ClassifyDocument();
}
