private TypedDatasetBuilder <Iris, float, IrisLabel> CreateBuilderTyped()
{
var datasetBuilder = new TypedDatasetBuilder <Iris, float, IrisLabel>(iris => iris.Label, GetSelectedOrdering(OverallDefaultOrdering), null);
datasetBuilder.Configure()
.Ordering()
.Attribute(iris => iris.SepalLength, GetSelectedOrdering(SepalLengthDefaultOrdering))
.Attribute(iris => iris.SepalWidth, GetSelectedOrdering(SepalWidthDefaultOrdering))
.Attribute(iris => iris.PetalLength, GetSelectedOrdering(PetalLengthDefaultOrdering))
.Attribute(iris => iris.PetalWidth, GetSelectedOrdering(PetalWidthDefaultOrdering))
.Label(IrisLabel.Setosa)
.Attribute(p => p.SepalLength, (float)SetosaSepalLengthMin.Value, (float)SetosaSepalLengthMax.Value, GetSelectedOrdering(SetosaSepalLengthOrdering))
.Attribute(p => p.SepalWidth, (float)SetosaSepalWidthMin.Value, (float)SetosaSepalWidthMax.Value, GetSelectedOrdering(SetosaSepalWidthOrdering))
.Attribute(p => p.PetalLength, (float)SetosaPetalLengthMin.Value, (float)SetosaPetalLengthMax.Value, GetSelectedOrdering(SetosaPetalLengthOrdering))
.Attribute(p => p.PetalWidth, (float)SetosaPetalWidthMin.Value, (float)SetosaPetalWidthMax.Value, GetSelectedOrdering(SetosaPetalWidthOrdering))
.Label(IrisLabel.Versicolor)
.Attribute(p => p.SepalLength, (float)VersicolorSepalLengthMin.Value, (float)VersicolorSepalLengthMax.Value, GetSelectedOrdering(VersicolorSepalLengthOrdering))
.Attribute(p => p.SepalWidth, (float)VersicolorSepalWidthMin.Value, (float)VersicolorSepalWidthMax.Value, GetSelectedOrdering(VersicolorSepalWidthOrdering))
.Attribute(p => p.PetalLength, (float)VersicolorPetalLengthMin.Value, (float)VersicolorPetalLengthMax.Value, GetSelectedOrdering(VersicolorPetalLengthOrdering))
.Attribute(p => p.PetalWidth, (float)VersicolorPetalWidthMin.Value, (float)VersicolorPetalWidthMax.Value, GetSelectedOrdering(VersicolorPetalWidthOrdering))
.Label(IrisLabel.Virginica)
.Attribute(p => p.SepalLength, (float)VirginicaSepalLengthMin.Value, (float)VirginicaSepalLengthMax.Value, GetSelectedOrdering(VirginicaSepalLengthOrdering))
.Attribute(p => p.SepalWidth, (float)VirginicaSepalWidthMin.Value, (float)VirginicaSepalWidthMax.Value, GetSelectedOrdering(VirginicaSepalWidthOrdering))
.Attribute(p => p.PetalLength, (float)VirginicaPetalLengthMin.Value, (float)VirginicaPetalLengthMax.Value, GetSelectedOrdering(VirginicaPetalLengthOrdering))
.Attribute(p => p.PetalWidth, (float)VirginicaPetalWidthMin.Value, (float)VirginicaPetalWidthMax.Value, GetSelectedOrdering(VirginicaPetalWidthOrdering));
return(datasetBuilder);
}
private TypedDataset <Iris> GenerateTyped(TypedDatasetBuilder <Iris, float, IrisLabel> datasetBuilder)
{
var dataset = datasetBuilder.Generate((int)TrainingSamplesCount.Value, (int)ValidationSamplesCount.Value, (int)TestSamplesCount.Value);
return(dataset);
}
