NEAT上的任何Encog文档?

Dil*_*iar 6 machine-learning neural-network genetic-algorithm encog es-hyperneat

是否有关于如何使用Encog Framework的详细文档?我知道在现有的用户指南UserGuide,并在C#示例encog的github仓库

但是我专注于使用NEAT网络,并且只有XOR示例可用.到目前为止,代码如下所示:

Dim inputNeurons As Integer = 6, outputNeurons As Integer = 2

Dim trainedNetwork As NEATNetwork
Dim network As New NEATPopulation(inputNeurons, outputNeurons, 5000)
network.Reset()
network.InitialConnectionDensity = 100.0   

Dim speciation As New OriginalNEATSpeciation()
speciation.CompatibilityThreshold = 1

Dim trainer As TrainEA
trainer = NEATUtil.ConstructNEATTrainer(network, New networkScore())
trainer.Speciation = speciation

epoch = 1
iterationLimit = 30
i = 1
While i <= iterationLimit
    trainer.Iteration() 
    Console.WriteLine("Iteration #" & i & "/" & iterationLimit & " #" + epoch.ToString + " Score:" + trainer.[Error].ToString)
    epoch += 1
    i += 1
End While
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然而除此之外,还有很多可用的功能,并没有详细说明它们的作用?以及如何调整它们以最大化网络智能?

Class NEATPopulation

setInitialConnectionDensity,setInnovations,setRandomNumberFactory,
setSubstrate,setSurvivalRate,setCODEC,
setActivationCycles,setInputCount

and much more in TrainEA Class, NEATNetwork Class etc.
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任何人都可以分享这个网络的任何见解吗?

Jef*_*ton 0

我现在将所有 Encog NEAT 文档整理到一个位置。您可以在这里找到它,其中包含多个 NEAT 和 HyperNEAT Encog 示例的链接。这也描述了原始论文中相当多的 NEAT 算法。

http://www.heatonresearch.com/encog/neat/