GestureTests.ExperimentControl.Initialize C# (CSharp) Method

        public void Initialize()
        {
            //load gesture data and report on the number and type of available samples
            dataset = DataLoader.LoadGestureDataFrom(Config.DataPath);

            int training = 0;
            foreach (UserDataSet user_i in dataset)
            {
                training += user_i.TrainingSamples.Count;
            }

            ToTrain = new Dictionary<GestureType, List<GestureSample>>();
            foreach (GestureType gesture in Config.GesturesToUse)
            {
                ToTrain.Add(gesture, new List<GestureSample>());
            }

            foreach (UserDataSet uData in dataset)
            {
                //1-construct/prune the 'ToTrain' collection for training the Classifier

                //add all training samples into the 'ToTrain' collection.
                //sort training samples into classes
                foreach (GestureSample sample in uData.TrainingSamples)
                    if (Config.GesturesToUse.Contains(sample.Gesture))
                        ToTrain[sample.Gesture].Add(sample);
            }
            Recognizer = new LinearClassifier(ToTrain);
        }

 public static void initialize()
 {
     //read classifier
     cls = (Classifier)weka.core.SerializationHelper.read("../../ClassifierNB.model");
     EC = new ExperimentControl();
     EC.Initialize();
 }