/// <summary>
/// Predicts binary operation according to given dataset
/// </summary>
/// <param name="dataFilePath">Path for data file</param>
private static void PredictBinaryOperation(string dataFilePath)
{
BinaryPredictor predictor = new BinaryPredictor(dataFilePath);
predictor.Train();
BinaryData data = new BinaryData();
//0, 0
data.FirstBit = 0; data.SecondBit = 0;
BinaryPrediction predictionResult = predictor.Predict(data);
Console.WriteLine("0, 0 Prediction: " + predictionResult.Prediction);
//0, 1
data.FirstBit = 0; data.SecondBit = 1;
predictionResult = predictor.Predict(data);
Console.WriteLine("0, 1 Prediction: " + predictionResult.Prediction);
//1, 0
data.FirstBit = 1; data.SecondBit = 0;
predictionResult = predictor.Predict(data);
Console.WriteLine("1, 0 Prediction: " + predictionResult.Prediction);
//1, 1
data.FirstBit = 1; data.SecondBit = 1;
predictionResult = predictor.Predict(data);
Console.WriteLine("1, 1 Prediction: " + predictionResult.Prediction);
Console.ReadKey();
}
private protected override IPredictorWithFeatureWeights <double> CreateManagedPredictor()
{
var pred = new BinaryPredictor(TrainedEnsemble, FeatureCount, AverageOutput);
var cali = new PlattCalibrator(-Objective.Sigmoid);
return(new CalibratedPredictor(pred, cali));
}
