public void TestLinearTrain()
{
var advancedClassify = new AdvancedClassify();
var agesOnly = advancedClassify.LoadMatch(@"TestData\agesonly.csv", true);
var avgs = advancedClassify.LinearTrain(agesOnly);
_output.WriteLine(JsonConvert.SerializeObject(avgs));
}
public void TestScaledLinearTrain()
{
var advancedClassify = new AdvancedClassify();
var numericalset = advancedClassify.LoadNumerical();
var result = advancedClassify.ScaleData(numericalset);
var scaledSet = result.Item1;
var scalef = result.Item2;
var avgs = advancedClassify.LinearTrain(scaledSet);
_output.WriteLine(JsonConvert.SerializeObject(numericalset[0].NumData));
_output.WriteLine(numericalset[0].Match.ToString());
_output.WriteLine(advancedClassify.DpClassify(scalef(numericalset[0].NumData), avgs).ToString());
_output.WriteLine(numericalset[11].Match.ToString());
_output.WriteLine(advancedClassify.DpClassify(scalef(numericalset[11].NumData), avgs).ToString());
}
public void TestDpClassify()
{
var advancedClassify = new AdvancedClassify();
var agesOnly = advancedClassify.LoadMatch(@"TestData\agesonly.csv", true);
var avgs = advancedClassify.LinearTrain(agesOnly);
var classify = advancedClassify.DpClassify(new double[] { 30, 30 }, avgs);
_output.WriteLine(classify.ToString());
classify = advancedClassify.DpClassify(new double[] { 30, 25 }, avgs);
_output.WriteLine(classify.ToString());
classify = advancedClassify.DpClassify(new double[] { 25, 40 }, avgs);
_output.WriteLine(classify.ToString());
classify = advancedClassify.DpClassify(new double[] { 48, 20 }, avgs);
_output.WriteLine(classify.ToString());
}