/**
* Set the RBF components to random values.
*
* @param min Minimum random value.
* @param max Max random value.
* @param t The type of RBF to use.
*/
public void randomizeRBFCentersAndWidths(final double min, final double max, final RBFEnum t) {
final int dimensions = getInputCount();
final double[] centers = new double[dimensions];
for (int i = 0; i < dimensions; i++) {
centers[i] = RangeRandomizer.randomize(min, max);
}
for (int i = 0; i < this.flat.getRBF().length; i++) {
setRBFFunction(i, t, centers, RangeRandomizer.randomize(min, max));
}
}
/**
* Array containing center position. Row n contains centers for neuron n. Row n contains x
* elements for x number of dimensions.
*
* @param centers The centers.
* @param widths Array containing widths. Row n contains widths for neuron n. Row n contains x
* elements for x number of dimensions.
* @param t The RBF Function to use for this layer.
*/
public void setRBFCentersAndWidths(
final double[][] centers, final double[] widths, final RBFEnum t) {
for (int i = 0; i < this.flat.getRBF().length; i++) {
setRBFFunction(i, t, centers[i], widths[i]);
}
}