Click here to Skip to main content
15,885,365 members
Articles / Programming Languages / C#

Neural Networks on C#

Rate me:
Please Sign up or sign in to vote.
4.95/5 (307 votes)
19 Nov 2006GPL313 min read 1.2M   73.6K   710  
The articles describes a C# library for neural network computations, and their application for several problem solving.
// AForge Neural Net Library
//
// Copyright � Andrew Kirillov, 2005-2006
// andrew.kirillov@gmail.com
//

namespace AForge.Neuro
{
	using System;

	/// <summary>
	/// Distance layer
	/// </summary>
	/// 
	/// <remarks>Distance layer is a layer of <see cref="DistanceNeuron">distance neurons</see>.
	/// The layer is usually a single layer of such networks as Kohonen Self
	/// Organizing Map, Elastic Net, Hamming Memory Net.</remarks>
	/// 
	public class DistanceLayer : Layer
	{
		/// <summary>
		/// Layer's neurons accessor
		/// </summary>
		/// 
		/// <param name="index">Neuron index</param>
		/// 
		/// <remarks>Allows to access layer's neurons.</remarks>
		/// 
		public new DistanceNeuron this[int index]
		{
			get { return (DistanceNeuron) neurons[index]; }
		}


		/// <summary>
		/// Initializes a new instance of the <see cref="DistanceLayer"/> class
		/// </summary>
		/// 
		/// <param name="neuronsCount">Layer's neurons count</param>
		/// <param name="inputsCount">Layer's inputs count</param>
		/// 
		/// <remarks>The new layet will be randomized (see <see cref="Neuron.Randomize"/>
		/// method) after it is created.</remarks>
		/// 
		public DistanceLayer( int neuronsCount, int inputsCount )
						: base( neuronsCount, inputsCount )
		{
			// create each neuron
			for ( int i = 0; i < neuronsCount; i++ )
				neurons[i] = new DistanceNeuron( inputsCount );
		}
	}
}

By viewing downloads associated with this article you agree to the Terms of Service and the article's licence.

If a file you wish to view isn't highlighted, and is a text file (not binary), please let us know and we'll add colourisation support for it.

License

This article, along with any associated source code and files, is licensed under The GNU General Public License (GPLv3)


Written By
Software Developer IBM
United Kingdom United Kingdom
Started software development at about 15 years old and it seems like now it lasts most part of my life. Fortunately did not spend too much time with Z80 and BK0010 and switched to 8086 and further. Similar with programming languages – luckily managed to get away from BASIC and Pascal to things like Assembler, C, C++ and then C#. Apart from daily programming for food, do it also for hobby, where mostly enjoy areas like Computer Vision, Robotics and AI. This led to some open source stuff like AForge.NET, Computer Vision Sandbox, cam2web, ANNT, etc.

Comments and Discussions