第一章 典型神经网络模型.mht

神经网络模型介绍神经网络模型的定义,理论的推导以及仿真图表

From: <由 Windows Internet Explorer 7 保存>
Subject: =?gb2312?B?tdrSu9XCILXk0M3J8b6tzfjC58Sj0M0=?=
Date: Thu, 5 Mar 2009 11:13:29 +0800
MIME-Version: 1.0
Content-Type: multipart/related;
	type="text/html";
	boundary="----=_NextPart_000_0000_01C99D83.69865E20"
X-MimeOLE: Produced By Microsoft MimeOLE V6.00.2900.5579

This is a multi-part message in MIME format.

------=_NextPart_000_0000_01C99D83.69865E20
Content-Type: text/html;
	charset="gb2312"
Content-Transfer-Encoding: base64
Content-Location: http://www.funnyai.com/AI/Book/DigtalNN/4.1.htm
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