public override sealed object Clone()
{
FlatNetworkRBF result = new FlatNetworkRBF();
base.CloneFlatNetwork(result);
result._rbf = this._rbf;
return result;
}
/// <summary>
/// Construct RBF network.
/// </summary>
///
/// <param name="inputCount">The input count.</param>
/// <param name="hiddenCount">The hidden count.</param>
/// <param name="outputCount">The output count.</param>
/// <param name="t">The RBF type.</param>
public RBFNetwork(int inputCount, int hiddenCount,
int outputCount, RBFEnum t)
{
if (hiddenCount == 0)
{
throw new NeuralNetworkError(
"RBF network cannot have zero hidden neurons.");
}
var rbf = new IRadialBasisFunction[hiddenCount];
// Set the standard RBF neuron width.
// Literature seems to suggest this is a good default value.
double volumeNeuronWidth = 2.0d/hiddenCount;
_flat = new FlatNetworkRBF(inputCount, rbf.Length, outputCount, rbf);
try
{
// try this
SetRBFCentersAndWidthsEqualSpacing(-1, 1, t, volumeNeuronWidth,
false);
}
catch (EncogError)
{
// if we have the wrong number of hidden neurons, try this
RandomizeRBFCentersAndWidths(-1, 1, t);
}
}
public RBFNetwork(int inputCount, int hiddenCount, int outputCount, RBFEnum t)
{
if (hiddenCount != 0)
{
IRadialBasisFunction[] rbf = new IRadialBasisFunction[hiddenCount];
double volumeNeuronRBFWidth = 2.0 / ((double) hiddenCount);
this._flat = new FlatNetworkRBF(inputCount, rbf.Length, outputCount, rbf);
try
{
this.SetRBFCentersAndWidthsEqualSpacing(-1.0, 1.0, t, volumeNeuronRBFWidth, false);
}
catch (EncogError)
{
this.RandomizeRBFCentersAndWidths(-1.0, 1.0, t);
}
}
else
{
do
{
throw new NeuralNetworkError("RBF network cannot have zero hidden neurons.");
}
while ((((uint) outputCount) | 2) == 0);
}
}
public RBFNetwork(int inputCount, int outputCount, IRadialBasisFunction[] rbf)
{
FlatNetworkRBF krbf = new FlatNetworkRBF(inputCount, rbf.Length, outputCount, rbf) {
RBF = rbf
};
this._flat = krbf;
}
/// <summary>
/// Clone the network.
/// </summary>
///
/// <returns>A clone of the network.</returns>
public override sealed Object Clone()
{
var result = new FlatNetworkRBF();
CloneFlatNetwork(result);
result._rbf = _rbf;
return(result);
}
/// <summary>
/// Clone the network.
/// </summary>
///
/// <returns>A clone of the network.</returns>
public override sealed Object Clone()
{
var result = new FlatNetworkRBF();
CloneFlatNetwork(result);
result._rbf = _rbf;
return result;
}
/// <summary>
/// Construct RBF network.
/// </summary>
///
public RBFNetwork()
{
_flat = new FlatNetworkRBF();
}
public RBFNetwork()
{
this._flat = new FlatNetworkRBF();
}