public void DecisionTreesCreation()
{
var listOfStudents = this.GetStudentListForPMI43();
var normal = new[] { "2", "13", "6" };
var anomalies = new[] { "8", "10" };
var trainingSets = TrainingSetsCreator.GenerateTrainingSets(listOfStudents, normal, anomalies);
Assert.AreEqual(trainingSets[0].GetCountOfRecords(), 12);
Assert.AreEqual(trainingSets[1].GetCountOfRecords(), 6);
Assert.AreEqual(trainingSets[2].GetCountOfRecords(), 2);
}
public void AnomalyDetectionAlgorithmTrainingTest()
{
var listOfStudents = this.GetStudentListForPMI43();
var normal = new[] { "2", "13", "6" };
var anomalies = new[] { "8", "10" };
var trainingSets = TrainingSetsCreator.GenerateTrainingSets(listOfStudents, normal, anomalies);
var algirithmResults = AnomalyDetectionAlgorithm.RunAlg(
listOfStudents, trainingSets[0], trainingSets[1], trainingSets[2]);
Assert.AreEqual(algirithmResults.First(x => x.Key.Key.OpenId == "2").Value, false);
Assert.AreEqual(algirithmResults.First(x => x.Key.Key.OpenId == "6").Value, false);
Assert.AreEqual(algirithmResults.First(x => x.Key.Key.OpenId == "13").Value, false);
Assert.AreEqual(algirithmResults.First(x => x.Key.Key.OpenId == "8").Value, true);
Assert.AreEqual(algirithmResults.First(x => x.Key.Key.OpenId == "10").Value, true);
}
public ActionResult TrainAlg(string[] tsNormal, string[] tsAnomalies)
{
int topicId = (int)HttpContext.Session["TopicId"];
var studentsAndMarks = _Storage.GetAllStudentListForTraining(topicId);
TrainingSet[] tr;
try
{
tr = TrainingSetsCreator.generateTrainingSets(studentsAndMarks, tsNormal, tsAnomalies);
}
catch (Exception ex)
{
HttpContext.Session["ShowError"] = true;
return(RedirectToAction("TrainTopic", "AnomalyDetection", new { id = (int)HttpContext.Session["TopicId"] }));
}
return(View(AnomalyDetectionAlgorithm.runAlg(studentsAndMarks, tr[0], tr[1], tr[2])));
}
