C# Класс AForge.Neuro.Learning.ElasticNetworkLearning

Elastic network learning algorithm.

This class implements elastic network's learning algorithm and allows to train Distance Networks.

Наследование: IUnsupervisedLearning

Показать файл Открыть проект Примеры использования класса

Открытые методы

Метод	Описание
ElasticNetworkLearning ( DistanceNetwork network ) : System	Initializes a new instance of the ElasticNetworkLearning class.
Run ( double input ) : double	Runs learning iteration. The method runs one learning iterations - finds winner neuron (the neuron which has weights with values closest to the specified input vector) and updates its weight (as well as weights of neighbor neurons) in the way to decrease difference with the specified input vector.
RunEpoch ( double input ) : double	Runs learning epoch. The method runs one learning epoch, by calling Run method for each vector provided in the input array.

Описание методов

ElasticNetworkLearning() публичный Метод

Initializes a new instance of the ElasticNetworkLearning class.

public ElasticNetworkLearning ( DistanceNetwork network ) : System
network	DistanceNetwork	Neural network to train.
Результат	System

Run() публичный Метод

Runs learning iteration.

The method runs one learning iterations - finds winner neuron (the neuron which has weights with values closest to the specified input vector) and updates its weight (as well as weights of neighbor neurons) in the way to decrease difference with the specified input vector.

public Run ( double input ) : double
input	double	Input vector.
Результат	double

RunEpoch() публичный Метод

Runs learning epoch.

The method runs one learning epoch, by calling Run method for each vector provided in the input array.

public RunEpoch ( double input ) : double
input	double	Array of input vectors.
Результат	double