// ReSharper disable once TooManyDependencies
public BackPropagationNeuralNetwork(NeuralNetworkConfiguration configuration)
{
_numberOfInputNodes = configuration.NumberOfInputNodes;
_numberOfHiddenNodes = configuration.NumberOfHiddenNodes;
_numberOfOutputNodes = configuration.NumberOfOutputNodes;
_hiddenBiases = new double[configuration.NumberOfHiddenNodes];
_hiddenOutputs = new double[configuration.NumberOfHiddenNodes];
_outputBiases = new double[configuration.NumberOfOutputNodes];
_outputs = new double[configuration.NumberOfOutputNodes];
_inputs = new double[configuration.NumberOfInputNodes];
_function = configuration.ActivationFunction;
_previousHiddenBiasesDelta = new double[configuration.NumberOfHiddenNodes];
_previousOutputBiasesDelta = new double[configuration.NumberOfOutputNodes];
_hiddenOutputWeights = NeuralNetworkHelpers.CreateMatrix(configuration.NumberOfHiddenNodes, configuration.NumberOfOutputNodes);
_hiddenInputWeights = NeuralNetworkHelpers.CreateMatrix(configuration.NumberOfInputNodes, configuration.NumberOfHiddenNodes);
_previousHiddenInputWeightDelta = NeuralNetworkHelpers.CreateMatrix(configuration.NumberOfInputNodes, configuration.NumberOfHiddenNodes);
_previousHiddenOutputWeightDelta = NeuralNetworkHelpers.CreateMatrix(configuration.NumberOfHiddenNodes, configuration.NumberOfOutputNodes);
_numberOfWeights = DetermineNumberOfWeightsAndBiases();
InitializeWeights();
}
public LayerBuilder(int size, int connections, float lr, float mo, ANNOperationsEnum operation, ActivationFunctionEnum activation, EnumOptimizerFunction optmizator)
{
this.size = size;
this.connections = connections;
this.lr = lr;
this.mo = mo;
this.operation = operation;
this.activation = activation;
this.optmizator = optmizator;
}
public LayerCreatorOptmizerMultiple(int size, int[] connections, float lr, float mo, ANNOperationsEnum activator, ActivationFunctionEnum tANH)
{
this.size = size;
this.connections = connections;
this.lr = lr;
this.mo = mo;
this.operation = activator;
this.activation = tANH;
}
public LayerCreatorOptmizer(int size, int connections, float lr, float mo, ANNOperationsEnum operation, ActivationFunctionEnum activation)
{
this.size = size;
this.connections = connections;
this.lr = lr;
this.mo = mo;
this.activation = activation;
this.operation = operation;
}
