#region License Information
/* HeuristicLab
* Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections.Generic;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
namespace HeuristicLab.Algorithms.DataAnalysis {
[StorableClass]
// base class for covariance functions
public abstract class CovarianceFunction : ParameterizedNamedItem, ICovarianceFunction {
[StorableConstructor]
protected CovarianceFunction(bool deserializing)
: base(deserializing) {
}
protected CovarianceFunction(CovarianceFunction original, Cloner cloner)
: base(original, cloner) {
}
protected CovarianceFunction()
: base() {
Name = ItemName;
Description = ItemDescription;
}
protected void SetNullableDoubleParameter(IValueParameter parameter, double? value) {
if (value.HasValue) {
parameter.Value = new DoubleValue(value.Value);
} else {
parameter.Value = null;
}
}
protected double? GetNullableDoubleParameter(IValueParameter parameter) {
return parameter.Value == null ? (double?)null : parameter.Value.Value;
}
protected void AttachValueChangeHandler(IValueParameter parameter, Action action)
where T : ValueTypeValue
where U : struct {
parameter.ValueChanged += (sender, args) => {
if (parameter.Value != null) {
parameter.Value.ValueChanged += (s, a) => action();
action();
}
};
if (parameter.Value != null) {
parameter.Value.ValueChanged += (s, a) => action();
}
}
protected void AttachArrayChangeHandler(IValueParameter parameter, Action action)
where T : ValueTypeArray
where U : struct {
parameter.ValueChanged += (sender, args) => {
if (parameter.Value != null) {
parameter.Value.ItemChanged += (s, a) => action();
parameter.Value.Reset += (s, a) => action();
action();
}
};
if (parameter.Value != null) {
parameter.Value.ItemChanged += (s, a) => action();
parameter.Value.Reset += (s, a) => action();
}
}
public abstract int GetNumberOfParameters(int numberOfVariables);
public abstract void SetParameter(double[] hyp);
public abstract double GetCovariance(double[,] x, int i, int j);
public abstract IEnumerable GetGradient(double[,] x, int i, int j);
public abstract double GetCrossCovariance(double[,] x, double[,] xt, int i, int j);
}
}