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Neural Network Toolbox™
User's Guide
Mark Hudson Beale
Martin T. Hagan
Howard B. Demuth
R2015b
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Neural Network Toolbox™ User's Guide
© COPYRIGHT 1992–2015 by The MathWorks, Inc.
The software described in this document is furnished under a license agreement. The software may be used
or copied only under the terms of the license agreement. No part of this manual may be photocopied or
reproduced in any form without prior written consent from The MathWorks, Inc.
FEDERAL ACQUISITION: This provision applies to all acquisitions of the Program and Documentation
by, for, or through the federal government of the United States. By accepting delivery of the Program
or Documentation, the government hereby agrees that this software or documentation qualifies as
commercial computer software or commercial computer software documentation as such terms are used
or defined in FAR 12.212, DFARS Part 227.72, and DFARS 252.227-7014. Accordingly, the terms and
conditions of this Agreement and only those rights specified in this Agreement, shall pertain to and
govern the use, modification, reproduction, release, performance, display, and disclosure of the Program
and Documentation by the federal government (or other entity acquiring for or through the federal
government) and shall supersede any conflicting contractual terms or conditions. If this License fails
to meet the government's needs or is inconsistent in any respect with federal procurement law, the
government agrees to return the Program and Documentation, unused, to The MathWorks, Inc.
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Revision History
June 1992 First printing
April 1993 Second printing
January 1997 Third printing
July 1997 Fourth printing
January 1998 Fifth printing Revised for Version 3 (Release 11)
September 2000 Sixth printing Revised for Version 4 (Release 12)
June 2001 Seventh printing Minor revisions (Release 12.1)
July 2002 Online only Minor revisions (Release 13)
January 2003 Online only Minor revisions (Release 13SP1)
June 2004 Online only Revised for Version 4.0.3 (Release 14)
October 2004 Online only Revised for Version 4.0.4 (Release 14SP1)
October 2004 Eighth printing Revised for Version 4.0.4
March 2005 Online only Revised for Version 4.0.5 (Release 14SP2)
March 2006 Online only Revised for Version 5.0 (Release 2006a)
September 2006 Ninth printing Minor revisions (Release 2006b)
March 2007 Online only Minor revisions (Release 2007a)
September 2007 Online only Revised for Version 5.1 (Release 2007b)
March 2008 Online only Revised for Version 6.0 (Release 2008a)
October 2008 Online only Revised for Version 6.0.1 (Release 2008b)
March 2009 Online only Revised for Version 6.0.2 (Release 2009a)
September 2009 Online only Revised for Version 6.0.3 (Release 2009b)
March 2010 Online only Revised for Version 6.0.4 (Release 2010a)
September 2010 Online only Revised for Version 7.0 (Release 2010b)
April 2011 Online only Revised for Version 7.0.1 (Release 2011a)
September 2011 Online only Revised for Version 7.0.2 (Release 2011b)
March 2012 Online only Revised for Version 7.0.3 (Release 2012a)
September 2012 Online only Revised for Version 8.0 (Release 2012b)
March 2013 Online only Revised for Version 8.0.1 (Release 2013a)
September 2013 Online only Revised for Version 8.1 (Release 2013b)
March 2014 Online only Revised for Version 8.2 (Release 2014a)
October 2014 Online only Revised for Version 8.2.1 (Release 2014b)
March 2015 Online only Revised for Version 8.3 (Release 2015a)
September 2015 Online only Revised for Version 8.4 (Release 2015b)
v
Contents
Neural Network Toolbox Design Book
Neural Network Objects, Data, and Training Styles
1
Workflow for Neural Network Design . . . . . . . . . . . . . . . . . . . 1-2
Four Levels of Neural Network Design . . . . . . . . . . . . . . . . . 1-4
Neuron Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1-5
Simple Neuron . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1-5
Transfer Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1-6
Neuron with Vector Input . . . . . . . . . . . . . . . . . . . . . . . . . . . 1-7
Neural Network Architectures . . . . . . . . . . . . . . . . . . . . . . . . 1-11
One Layer of Neurons . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1-11
Multiple Layers of Neurons . . . . . . . . . . . . . . . . . . . . . . . . . 1-13
Input and Output Processing Functions . . . . . . . . . . . . . . . 1-15
Create Neural Network Object . . . . . . . . . . . . . . . . . . . . . . . 1-17
Configure Neural Network Inputs and Outputs . . . . . . . . . 1-21
Understanding Neural Network Toolbox Data Structures . 1-23
Simulation with Concurrent Inputs in a Static Network . . . 1-23
Simulation with Sequential Inputs in a Dynamic Network . 1-24
Simulation with Concurrent Inputs in a Dynamic Network . 1-26
Neural Network Training Concepts . . . . . . . . . . . . . . . . . . . 1-28
Incremental Training with adapt . . . . . . . . . . . . . . . . . . . . 1-28
Batch Training . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1-30
剩余409页未读,继续阅读
资源评论
- wanwei23092018-03-17英文原版,200多页,很棒!
- tao85652017-10-14非常不错,内容详尽,英文原版。
- benyufu67882018-09-01还不错,挺详细的资料
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