Example #1
0
        public void Algorithm02TestFromPublication()
        {
            var table = new FuzzyTable();

            output.WriteLine("Algorithm02TestFromPublication STARTED");
            try
            {   // Open the text file using a stream reader.
                using (StreamReader sr = new StreamReader("../../../Algorithms/tests/test.txt"))
                {
                    String  json  = sr.ReadToEnd();
                    dynamic array = JsonConvert.DeserializeObject(json);
                    // Console.WriteLine(array.attributes);
                    Assert.True(true);
                    var aa = array.attributes;
                    for (int i = 0; i < array.attributes.Count - 1; i++)
                    {
                        table.addAttribute(array.attributes[i]);
                    }
                    table.addClassAttribute(array.attributes[array.attributes.Count - 1], "Name0", "Name1");

                    table.AddData(array.data);
                    var p = new int[20];
                    for (int i = 0; i < p.Length; i++)
                    {
                        p[i] = i;
                    }
                    alg02.init(table);
                    var rules = alg02.process();
                    for (int i = 0; i < rules.Count; i++)
                    {
                        output.WriteLine(rules[i].ToString());
                    }

                    var rulesString        = "a11 a33  ->c1;a12 a33  ->c2;a12 a31  ->c2;a11 a31  ->c1;a12 a32  ->c1;a11 a32  ->c2;a23 a34  ->c1;a21 a34  ->c2;a22 a34 a54  ->c2;a22 a34 a52  ->c1;a34 a42  ->c2;a11 a23 a32 a41 a54  ->c2;";
                    var currentRulesString = "";
                    for (int i = 0; i < rules.Count; i++)
                    {
                        currentRulesString += rules[i].ToStringOnlyTerm() + ";";
                    }
                    Assert.Equal(rulesString, currentRulesString);
                }
            }
            catch (Exception e)
            {
                output.WriteLine(e.Message.ToString());
                Assert.True(false);
            }
        }
Example #2
0
        static void performAlg02(FuzzyTable table, int indexForParam)
        {
            Console.WriteLine("performAlg02Exp: " + indexForParam);
            int size = 11;

            Double[] kriteriaArray = new Double[size];
            var      psi           = new Dictionary <string, double>();

            psi["no"]  = 0.7;
            psi["yes"] = 0.7;
            for (int i = 0; i < size; i++)
            {
                var beta     = 0.0 + 0.1 * i;
                var dataSize = 0;
                for (int j = 0; j < 40; j++)
                {
                    Algorithm02 alg02;
                    switch (indexForParam)
                    {
                    case 0:
                        psi["no"] = beta;
                        alg02     = new Algorithm02(0, psi);
                        break;

                    case 1:
                        psi["yes"] = beta;
                        alg02      = new Algorithm02(0, psi);
                        break;

                    default:
                        alg02 = new Algorithm02(0, psi);
                        break;
                    }

                    alg02.init(table);
                    var validation02 = new TenCrossValidation();
                    var matrix02     = validation02.Validate(10, table, alg02);
                    if (matrix02 != null)
                    {
                        var kriteria = (matrix02.Sensitivity() + matrix02.Specificity()) / 2;
                        kriteriaArray[i] += kriteria;
                        dataSize++;
                    }
                }
                Console.WriteLine(indexForParam + " CURRENT beta: " + (beta) + "  :" + kriteriaArray[i] / dataSize);
            }
        }