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) { 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]))); }