<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN"> <html><head><meta name="robots" content="noindex"> <meta http-equiv="Content-Type" content="text/html;charset=iso-8859-1"> <title>ITK: itkNeuralNetworkObject.h Source File</title> <link href="DoxygenStyle.css" rel="stylesheet" type="text/css"> </head><body bgcolor="#ffffff"> <!-- Section customized for INSIGHT : Tue Jul 17 01:02:45 2001 --> <center> <a href="index.html" class="qindex">Main Page</a> <a href="modules.html" class="qindex">Groups</a> <a href="namespaces.html" class="qindex">Namespace List</a> <a href="hierarchy.html" class="qindex">Class Hierarchy</a> <a href="classes.html" class="qindex">Alphabetical List</a> <a href="annotated.html" class="qindex">Compound List</a> <a href="files.html" class="qindex">File List</a> <a href="namespacemembers.html" class="qindex">Namespace Members</a> <a href="functions.html" class="qindex">Compound Members</a> <a href="globals.html" class="qindex">File Members</a> <a href="pages.html" class="qindex">Concepts</a></center> <!-- Generated by Doxygen 1.5.9 --> <div class="navpath"><a class="el" href="dir_02e23d841c198393a6e961e9a0678fff.html">Code</a> » <a class="el" href="dir_2c33022d19e8077162952ea9ed57656d.html">Numerics</a> » <a class="el" href="dir_eec394370736d51e5081e791ec403a83.html">NeuralNetworks</a> </div> <div class="contents"> <h1>itkNeuralNetworkObject.h</h1><a href="itkNeuralNetworkObject_8h.html">Go to the documentation of this file.</a><div class="fragment"><pre class="fragment"><a name="l00001"></a>00001 <span class="comment">/*=========================================================================</span> <a name="l00002"></a>00002 <span class="comment"></span> <a name="l00003"></a>00003 <span class="comment">Program: Insight Segmentation & Registration Toolkit</span> <a name="l00004"></a>00004 <span class="comment">Module: $RCSfile: itkNeuralNetworkObject.h,v $</span> <a name="l00005"></a>00005 <span class="comment">Language: C++</span> <a name="l00006"></a>00006 <span class="comment">Date: $Date: 2009-01-28 21:04:59 $</span> <a name="l00007"></a>00007 <span class="comment">Version: $Revision: 1.4 $</span> <a name="l00008"></a>00008 <span class="comment"></span> <a name="l00009"></a>00009 <span class="comment">Copyright (c) Insight Software Consortium. All rights reserved.</span> <a name="l00010"></a>00010 <span class="comment">See ITKCopyright.txt or http://www.itk.org/HTML/Copyright.htm for details.</span> <a name="l00011"></a>00011 <span class="comment"></span> <a name="l00012"></a>00012 <span class="comment">This software is distributed WITHOUT ANY WARRANTY; without even</span> <a name="l00013"></a>00013 <span class="comment">the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR</span> <a name="l00014"></a>00014 <span class="comment">PURPOSE. See the above copyright notices for more information.</span> <a name="l00015"></a>00015 <span class="comment"></span> <a name="l00016"></a>00016 <span class="comment">=========================================================================*/</span> <a name="l00017"></a>00017 <a name="l00018"></a>00018 <span class="preprocessor">#ifndef __itkNeuralNetworkObject_h</span> <a name="l00019"></a>00019 <span class="preprocessor"></span><span class="preprocessor">#define __itkNeuralNetworkObject_h</span> <a name="l00020"></a>00020 <span class="preprocessor"></span> <a name="l00021"></a>00021 <span class="preprocessor">#include "<a class="code" href="itkDataObject_8h.html">itkDataObject.h</a>"</span> <a name="l00022"></a>00022 <span class="preprocessor">#include "<a class="code" href="itkLayerBase_8h.html">itkLayerBase.h</a>"</span> <a name="l00023"></a>00023 <span class="preprocessor">#include "<a class="code" href="itkWeightSetBase_8h.html">itkWeightSetBase.h</a>"</span> <a name="l00024"></a>00024 <span class="preprocessor">#include "<a class="code" href="itkLearningFunctionBase_8h.html">itkLearningFunctionBase.h</a>"</span> <a name="l00025"></a>00025 <a name="l00026"></a>00026 <span class="keyword">namespace </span>itk <a name="l00027"></a>00027 { <a name="l00028"></a>00028 <span class="keyword">namespace </span>Statistics <a name="l00029"></a>00029 { <a name="l00030"></a>00030 <span class="keyword">template</span><<span class="keyword">class</span> TMeasurementVector, <span class="keyword">class</span> TTargetVector > <a name="l00031"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html">00031</a> <span class="keyword">class </span><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html">NeuralNetworkObject</a> : <span class="keyword">public</span> <a class="code" href="classitk_1_1DataObject.html" title="Base class for all data objects in ITK.">DataObject</a> <a name="l00032"></a>00032 { <a name="l00033"></a>00033 <span class="keyword">public</span>: <a name="l00034"></a>00034 <a name="l00035"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#cce235733d85ab4274ae5c78ca137057">00035</a> <span class="keyword">typedef</span> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html">NeuralNetworkObject</a> <a class="code" href="classitk_1_1DataObject.html" title="Base class for all data objects in ITK.">Self</a>; <a name="l00036"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#de74b4c0ed517f630b367a04274030f4">00036</a> <span class="keyword">typedef</span> <a class="code" href="classitk_1_1DataObject.html" title="Base class for all data objects in ITK.">DataObject</a> <a class="code" href="classitk_1_1Object.html" title="Base class for most itk classes.">Superclass</a>; <a name="l00037"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#ad960044c279c21a2403091d56dce558">00037</a> <span class="keyword">typedef</span> <a class="code" href="classitk_1_1SmartPointer.html">SmartPointer<Self></a> <a class="code" href="classitk_1_1SmartPointer.html">Pointer</a>; <a name="l00038"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#945951794c698a1856f006601751b5bc">00038</a> <span class="keyword">typedef</span> <a class="code" href="classitk_1_1SmartPointer.html">SmartPointer<const Self></a> <a class="code" href="classitk_1_1SmartPointer.html">ConstPointer</a>; <a name="l00039"></a>00039 <a name="l00040"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#2b3b5441895b797c976cd8b0b80bfaf6">00040</a> <a class="code" href="itkMacro_8h.html#574c1f86661d409dd32c742307a0e96a">itkTypeMacro</a>(<a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html">NeuralNetworkObject</a>, <a class="code" href="classitk_1_1DataObject.html" title="Base class for all data objects in ITK.">DataObject</a>); <a name="l00041"></a>00041 <a name="l00042"></a>00042 <span class="keyword">typedef</span> TMeasurementVector <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#2b3b5441895b797c976cd8b0b80bfaf6">MeasurementVectorType</a>; <a name="l00043"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#600e5b836812c32ec151414af68196f5">00043</a> <span class="keyword">typedef</span> <span class="keyword">typename</span> MeasurementVectorType::ValueType <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#600e5b836812c32ec151414af68196f5">ValueType</a>; <a name="l00044"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#bf4e9e44256b1bdb52fa301de5cb76f9">00044</a> <span class="keyword">typedef</span> <a class="code" href="classitk_1_1Array.html" title="Array class with size defined at construction time.">Array<ValueType></a> <a class="code" href="classitk_1_1Array.html" title="Array class with size defined at construction time.">NetworkOutputType</a>; <a name="l00045"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#332a9c1e2d7b3c1a9373bd21b1010093">00045</a> <span class="keyword">typedef</span> TTargetVector <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#332a9c1e2d7b3c1a9373bd21b1010093">TargetVectorType</a>; <a name="l00046"></a>00046 <a name="l00047"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#7cb503d80f7df3c3c5ad9661524f2fe8">00047</a> <span class="keyword">typedef</span> <a class="code" href="classitk_1_1Statistics_1_1LayerBase.html">LayerBase<TMeasurementVector, TTargetVector></a> <a class="code" href="classitk_1_1Statistics_1_1LayerBase.html">LayerInterfaceType</a>; <a name="l00048"></a>00048 <a name="l00049"></a>00049 <span class="keyword">virtual</span> <a class="code" href="classitk_1_1Array.html" title="Array class with size defined at construction time.">NetworkOutputType</a> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#063a27ba91762797509c9ff48d7007bd">GenerateOutput</a>(TMeasurementVector samplevector)=0; <a name="l00050"></a>00050 <a name="l00051"></a>00051 <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#268de556f8a2b9cbc93379942e83d9e8">BackwardPropagate</a>(<a class="code" href="classitk_1_1Array.html" title="Array class with size defined at construction time.">NetworkOutputType</a> errors) = 0; <a name="l00052"></a>00052 <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#948709ee1585746818bb325bec1b74c2">UpdateWeights</a>(<a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#600e5b836812c32ec151414af68196f5">ValueType</a>) = 0; <a name="l00053"></a>00053 <a name="l00054"></a>00054 <span class="keyword">protected</span>: <a name="l00055"></a>00055 <a name="l00056"></a>00056 <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#6236d0c8551659c3f16deec5feb52aba">NeuralNetworkObject</a>(); <a name="l00057"></a>00057 <span class="keyword">virtual</span> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#699bfc10ab1907b344881029ec1091dd">~NeuralNetworkObject</a>(); <a name="l00058"></a>00058 <a name="l00060"></a>00060 <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#638efae7ee07706ddf8fe5618e7dc0ba">PrintSelf</a>( std::ostream& os, <a class="code" href="classitk_1_1Indent.html" title="Control indentation during Print() invocation.">Indent</a> indent ) <span class="keyword">const</span>; <a name="l00061"></a>00061 <a name="l00062"></a><a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#0cc2d5a69d9f354f750582643072490c">00062</a> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#600e5b836812c32ec151414af68196f5">ValueType</a> <a class="code" href="classitk_1_1Statistics_1_1NeuralNetworkObject.html#0cc2d5a69d9f354f750582643072490c">m_LearningRate</a>; <a name="l00063"></a>00063 <a name="l00064"></a>00064 }; <a name="l00065"></a>00065 <a name="l00066"></a>00066 } <span class="comment">// end namespace Statistics</span> <a name="l00067"></a>00067 } <span class="comment">// end namespace itk</span> <a name="l00068"></a>00068 <a name="l00069"></a>00069 <span class="preprocessor">#ifndef ITK_MANUAL_INSTANTIATION</span> <a name="l00070"></a>00070 <span class="preprocessor"></span><span class="preprocessor">#include "itkNeuralNetworkObject.txx"</span> <a name="l00071"></a>00071 <span class="preprocessor">#endif</span> <a name="l00072"></a>00072 <span class="preprocessor"></span> <a name="l00073"></a>00073 <span class="preprocessor">#endif</span> <a name="l00074"></a>00074 <span class="preprocessor"></span> </pre></div></div> <hr><address><small> Generated at Thu May 7 23:41:20 2009 for ITK by <a href="http://www.stack.nl/~dimitri/doxygen/index.html"> <img src="http://www.stack.nl/~dimitri/doxygen/doxygen.png" alt="doxygen" align="middle" border=0 width=110 height=53> </a> 1.5.9 written by <a href="mailto:dimitri@stack.nl">Dimitri van Heesch</a>, © 1997-2000</small></address> </body> </html>