/// <summary>
/// Initializes a new instance of the <see cref="SplitSetValidation<TModel>"/> class.
/// </summary>
///
/// <param name="owner">The <see cref="SplitSetValidation{TModel}"/> that is creating this result.</param>
/// <param name="training">The training set statistics.</param>
/// <param name="testing">The testing set statistics.</param>
///
public SplitSetResult(SplitSetValidation <TModel> owner,
SplitSetStatistics <TModel> training, SplitSetStatistics <TModel> testing)
{
this.Settings = owner;
this.Training = training;
this.Validation = testing;
}
/// <summary>
/// Computes the split-set validation algorithm.
/// </summary>
///
public SplitSetResult <TModel> Compute()
{
if (Fitting == null)
{
throw new InvalidOperationException("Fitting function must have been previously defined.");
}
// Fit and evaluate the model
SplitSetStatistics <TModel> training = fitting(TrainingSet);
SplitSetStatistics <TModel> testing = estimation(ValidationSet, training.Model);
// Return validation statistics
return(new SplitSetResult <TModel>(this, training, testing));
}
