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)
{
var topicId = (int)HttpContext.Session["TopicId"];
var studentsAndMarks = this.storage.GetAllStudentListForTraining(topicId);
TrainingSet[] tr;
try
{
tr = TrainingSetsCreator.GenerateTrainingSets(studentsAndMarks, tsNormal, tsAnomalies);
}
catch (Exception)
{
HttpContext.Session["ShowError"] = true;
return(RedirectToAction("TrainTopic", "AnomalyDetection", new { id = (int)HttpContext.Session["TopicId"] }));
}
ViewData["SkillTags"] = this.storage.GetTags();
return(View(AnomalyDetectionAlgorithm.RunAlg(studentsAndMarks, tr[0], tr[1], tr[2])));
}