Exemple #1
0
        public static void Main(string[] args)
        {
            try
            {
                /*bool exists = File.Exists("Data/iris.arff");
                 * using (ArffReader reader = new ArffReader(@"Data/iris.arff"))
                 * {
                 *  ArffRecord record;
                 *  while ((record = reader.ReadNextRecord()) != null)
                 *  {
                 *      for (int valueIndex = 0; valueIndex < record.Values.Length; valueIndex++)
                 *      {
                 *          var val = record.Values[valueIndex];
                 *          var attr = reader.Attributes[valueIndex];
                 *          Console.WriteLine("{0}: {1}", attr.Name, val.NominalValueIndex >= 0 ? attr.NominalValues[val.NominalValueIndex] : "?");
                 *      }
                 *      Console.WriteLine();
                 *  }
                 * }*/

                string line;
                int    counter = 0;
                using (var stream = File.OpenRead("Data/iris.arff"))
                {
                    using (var reader = new StreamReader(stream))
                    {
                        while ((line = reader.ReadLine()) != null)
                        {
                            //put every ten tuple in thetest data
                            if (counter % 10 == 0)
                            {
                                testData.Add(line.Split(','));
                            }
                            else
                            {
                                trainData.Add(line.Split(','));
                            }

                            counter++;
                        }
                    }
                }
                //11 for more precise
                Console.WriteLine("How big is k:");
                var k   = int.Parse(Console.ReadLine());
                var knn = new Knn(trainData, k);
                foreach (var item in testData)
                {
                    knn.identifyClass(item);
                }
            }
            catch (Exception ex)
            {
                Console.WriteLine(ex.Message);
            }
        }
Exemple #2
0
        //Sắp xếp ArrKnn giảm dần theo Distance
        private void Sort()
        {
            Knn tmp = new Knn();

            for (int i = 0; i < mArrKnn.Length - 1; i++)
            {
                for (int j = i + 1; j < mArrKnn.Length; j++)
                {
                    if (mArrKnn[i].Distance < mArrKnn[j].Distance)
                    {
                        tmp        = mArrKnn[i];
                        mArrKnn[i] = mArrKnn[j];
                        mArrKnn[j] = tmp;
                    }
                }
            }
        }