public void Start()
{
LoadingStarted(this, new EventArgs());
MultiActivationNetwork multiNetwork = new MultiActivationNetwork(TargetProcessName);
IList<HistorySnapshot> snapshots = LoadSnapshots(SourceSnapshots);
snapshots = Shuffle(snapshots);
LoadingFinished(this, new EventArgs());
LearningSet learningSet = new LearningSet(snapshots, TargetProcessName);
TrainLearningSet(multiNetwork, learningSet.Learning);
INetworkTrustRegistry trustRegistry = CheckLearningSet(multiNetwork, learningSet.Checking);
multiNetwork.TrustVector = trustRegistry;
Log.Info("Applied trust vector: " + trustRegistry.ToString());
TrainLearningSet(multiNetwork, learningSet.Checking);
CheckLearningSet(multiNetwork, learningSet.Testing);
}
public Agent(string name, ISet<IPID> native, ISet<IPID> foreign)
{
m_Name = name;
m_Analyzer = new MultiActivationNetwork(name);
foreach (IPID pid in native)
{
if (!m_NativePIDs.Contains(pid.PID))
{
m_NativePIDs.Add(pid.PID);
}
}
foreach (IPID pid in foreign)
{
if (!m_ForeignPIDs.Contains(pid.PID))
{
m_ForeignPIDs.Add(pid.PID);
}
}
}
private INetworkTrustRegistry CheckLearningSet(MultiActivationNetwork multiNetwork, IList<HistorySnapshot> checkingSet)
{
ComputationStarted(this, new EventArgs());
IList<KeyValuePair<IMultiNetworkComputationResult, bool>> yesList =
new List<KeyValuePair<IMultiNetworkComputationResult, bool>>();
int i = 0;
INetworkTrustRegistry trustRegistry = new NetworkTrustVector();
foreach (HistorySnapshot snapshot in checkingSet)
{
bool expectedYes = snapshot.LegacyProcessName.Contains(TargetProcessName);
IMultiNetworkComputationResult result = multiNetwork.Compute(snapshot);
ResultObtained(this, new ProgressEventArgs(++i, checkingSet.Count));
trustRegistry.ApplyTrustLevel(result.Results, expectedYes ? 0 : 1);
yesList.Add(new KeyValuePair<IMultiNetworkComputationResult, bool>(result, expectedYes));
}
ComputationFinished(this, new ComputationFinishedEventArgs(yesList));
return trustRegistry;
}
private void TrainLearningSet(MultiActivationNetwork multiNetwork, IList<HistorySnapshot> learningSet)
{
int i = 0;
TrainingStarted(this, new EventArgs());
//learningSet = RemoveDuplicates(learningSet);
learningSet = Shuffle(learningSet);
foreach (HistorySnapshot snapshot in learningSet)
{
bool isTargetProcess = snapshot.LegacyProcessName.Contains(multiNetwork.TargetProcessName);
multiNetwork.RunTrain(snapshot, isTargetProcess);
Trained(this, new ProgressEventArgs(++i, learningSet.Count));
}
TrainingFinished(this, new EventArgs());
}
