⭐ 欢迎来到虫虫下载站! | 📦 资源下载 📁 资源专辑 ℹ️ 关于我们
⭐ 虫虫下载站

📄 libsvm.html

📁 weka是机器学习和数据挖掘领域最有影响力的开源项目之一
💻 HTML
📖 第 1 页 / 共 5 页
字号:
</TR></TABLE>&nbsp;<P><!-- ============ FIELD DETAIL =========== --><A NAME="field_detail"><!-- --></A><TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY=""><TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor"><TH ALIGN="left" COLSPAN="1"><FONT SIZE="+2"><B>Field Detail</B></FONT></TH></TR></TABLE><A NAME="SVMTYPE_C_SVC"><!-- --></A><H3>SVMTYPE_C_SVC</H3><PRE>public static final int <B>SVMTYPE_C_SVC</B></PRE><DL><DD>SVM type C-SVC (classification)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.SVMTYPE_C_SVC">Constant Field Values</A></DL></DL><HR><A NAME="SVMTYPE_NU_SVC"><!-- --></A><H3>SVMTYPE_NU_SVC</H3><PRE>public static final int <B>SVMTYPE_NU_SVC</B></PRE><DL><DD>SVM type nu-SVC (classification)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.SVMTYPE_NU_SVC">Constant Field Values</A></DL></DL><HR><A NAME="SVMTYPE_ONE_CLASS_SVM"><!-- --></A><H3>SVMTYPE_ONE_CLASS_SVM</H3><PRE>public static final int <B>SVMTYPE_ONE_CLASS_SVM</B></PRE><DL><DD>SVM type one-class SVM (classification)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.SVMTYPE_ONE_CLASS_SVM">Constant Field Values</A></DL></DL><HR><A NAME="SVMTYPE_EPSILON_SVR"><!-- --></A><H3>SVMTYPE_EPSILON_SVR</H3><PRE>public static final int <B>SVMTYPE_EPSILON_SVR</B></PRE><DL><DD>SVM type epsilon-SVR (regression)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.SVMTYPE_EPSILON_SVR">Constant Field Values</A></DL></DL><HR><A NAME="SVMTYPE_NU_SVR"><!-- --></A><H3>SVMTYPE_NU_SVR</H3><PRE>public static final int <B>SVMTYPE_NU_SVR</B></PRE><DL><DD>SVM type nu-SVR (regression)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.SVMTYPE_NU_SVR">Constant Field Values</A></DL></DL><HR><A NAME="TAGS_SVMTYPE"><!-- --></A><H3>TAGS_SVMTYPE</H3><PRE>public static final <A HREF="../../../weka/core/Tag.html" title="class in weka.core">Tag</A>[] <B>TAGS_SVMTYPE</B></PRE><DL><DD>SVM types<P><DL></DL></DL><HR><A NAME="KERNELTYPE_LINEAR"><!-- --></A><H3>KERNELTYPE_LINEAR</H3><PRE>public static final int <B>KERNELTYPE_LINEAR</B></PRE><DL><DD>kernel type linear: u'*v<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.KERNELTYPE_LINEAR">Constant Field Values</A></DL></DL><HR><A NAME="KERNELTYPE_POLYNOMIAL"><!-- --></A><H3>KERNELTYPE_POLYNOMIAL</H3><PRE>public static final int <B>KERNELTYPE_POLYNOMIAL</B></PRE><DL><DD>kernel type polynomial: (gamma*u'*v + coef0)^degree<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.KERNELTYPE_POLYNOMIAL">Constant Field Values</A></DL></DL><HR><A NAME="KERNELTYPE_RBF"><!-- --></A><H3>KERNELTYPE_RBF</H3><PRE>public static final int <B>KERNELTYPE_RBF</B></PRE><DL><DD>kernel type radial basis function: exp(-gamma*|u-v|^2)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.KERNELTYPE_RBF">Constant Field Values</A></DL></DL><HR><A NAME="KERNELTYPE_SIGMOID"><!-- --></A><H3>KERNELTYPE_SIGMOID</H3><PRE>public static final int <B>KERNELTYPE_SIGMOID</B></PRE><DL><DD>kernel type sigmoid: tanh(gamma*u'*v + coef0)<P><DL><DT><B>See Also:</B><DD><A HREF="../../../constant-values.html#weka.classifiers.functions.LibSVM.KERNELTYPE_SIGMOID">Constant Field Values</A></DL></DL><HR><A NAME="TAGS_KERNELTYPE"><!-- --></A><H3>TAGS_KERNELTYPE</H3><PRE>public static final <A HREF="../../../weka/core/Tag.html" title="class in weka.core">Tag</A>[] <B>TAGS_KERNELTYPE</B></PRE><DL><DD>the different kernel types<P><DL></DL></DL><!-- ========= CONSTRUCTOR DETAIL ======== --><A NAME="constructor_detail"><!-- --></A><TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY=""><TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor"><TH ALIGN="left" COLSPAN="1"><FONT SIZE="+2"><B>Constructor Detail</B></FONT></TH></TR></TABLE><A NAME="LibSVM()"><!-- --></A><H3>LibSVM</H3><PRE>public <B>LibSVM</B>()</PRE><DL></DL><!-- ============ METHOD DETAIL ========== --><A NAME="method_detail"><!-- --></A><TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY=""><TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor"><TH ALIGN="left" COLSPAN="1"><FONT SIZE="+2"><B>Method Detail</B></FONT></TH></TR></TABLE><A NAME="globalInfo()"><!-- --></A><H3>globalInfo</H3><PRE>public java.lang.String <B>globalInfo</B>()</PRE><DL><DD>Returns a string describing classifier<P><DD><DL></DL></DD><DD><DL><DT><B>Returns:</B><DD>a description suitable for displaying in the         explorer/experimenter gui</DL></DD></DL><HR><A NAME="getTechnicalInformation()"><!-- --></A><H3>getTechnicalInformation</H3><PRE>public <A HREF="../../../weka/core/TechnicalInformation.html" title="class in weka.core">TechnicalInformation</A> <B>getTechnicalInformation</B>()</PRE><DL><DD>Returns an instance of a TechnicalInformation object, containing  detailed information about the technical background of this class, e.g., paper reference or book this class is based on.<P><DD><DL><DT><B>Specified by:</B><DD><CODE><A HREF="../../../weka/core/TechnicalInformationHandler.html#getTechnicalInformation()">getTechnicalInformation</A></CODE> in interface <CODE><A HREF="../../../weka/core/TechnicalInformationHandler.html" title="interface in weka.core">TechnicalInformationHandler</A></CODE></DL></DD><DD><DL><DT><B>Returns:</B><DD>the technical information about this class</DL></DD></DL><HR><A NAME="listOptions()"><!-- --></A><H3>listOptions</H3><PRE>public java.util.Enumeration <B>listOptions</B>()</PRE><DL><DD>Returns an enumeration describing the available options.<P><DD><DL><DT><B>Specified by:</B><DD><CODE><A HREF="../../../weka/core/OptionHandler.html#listOptions()">listOptions</A></CODE> in interface <CODE><A HREF="../../../weka/core/OptionHandler.html" title="interface in weka.core">OptionHandler</A></CODE><DT><B>Overrides:</B><DD><CODE><A HREF="../../../weka/classifiers/Classifier.html#listOptions()">listOptions</A></CODE> in class <CODE><A HREF="../../../weka/classifiers/Classifier.html" title="class in weka.classifiers">Classifier</A></CODE></DL></DD><DD><DL><DT><B>Returns:</B><DD>an enumeration of all the available options.</DL></DD></DL><HR><A NAME="setOptions(java.lang.String[])"><!-- --></A><H3>setOptions</H3><PRE>public void <B>setOptions</B>(java.lang.String[]&nbsp;options)                throws java.lang.Exception</PRE><DL><DD>Sets the classifier options <p/>    <!-- options-start --> Valid options are: <p/>  <pre> -S &lt;int&gt;  Set type of SVM (default: 0)    0 = C-SVC    1 = nu-SVC    2 = one-class SVM    3 = epsilon-SVR    4 = nu-SVR</pre>  <pre> -K &lt;int&gt;  Set type of kernel function (default: 2)    0 = linear: u'*v    1 = polynomial: (gamma*u'*v + coef0)^degree    2 = radial basis function: exp(-gamma*|u-v|^2)    3 = sigmoid: tanh(gamma*u'*v + coef0)</pre>  <pre> -D &lt;int&gt;  Set degree in kernel function (default: 3)</pre>  <pre> -G &lt;double&gt;  Set gamma in kernel function (default: 1/k)</pre>  <pre> -R &lt;double&gt;  Set coef0 in kernel function (default: 0)</pre>  <pre> -C &lt;double&gt;  Set the parameter C of C-SVC, epsilon-SVR, and nu-SVR   (default: 1)</pre>  <pre> -N &lt;double&gt;  Set the parameter nu of nu-SVC, one-class SVM, and nu-SVR   (default: 0.5)</pre>  <pre> -Z  Turns on normalization of input data (default: off)</pre>  <pre> -P &lt;double&gt;  Set the epsilon in loss function of epsilon-SVR (default: 0.1)</pre>  <pre> -M &lt;double&gt;  Set cache memory size in MB (default: 40)</pre>  <pre> -E &lt;double&gt;  Set tolerance of termination criterion (default: 0.001)</pre>  <pre> -H  Turns the shrinking heuristics off (default: on)</pre>  <pre> -W &lt;double&gt;  Set the parameters C of class i to weight[i]*C, for C-SVC   (default: 1)</pre>  <pre> -B  Trains a SVC model instead of a SVR one (default: SVR)</pre>  <pre> -D  If set, classifier is run in debug mode and  may output additional info to the console</pre>    <!-- options-end --><P><DD><DL><DT><B>Specified by:</B><DD><CODE><A HREF="../../../weka/core/OptionHandler.html#setOptions(java.lang.String[])">setOptions</A></CODE> in interface <CODE><A HREF="../../../weka/core/OptionHandler.html" title="interface in weka.core">OptionHandler</A></CODE><DT><B>Overrides:</B><DD><CODE><A HREF="../../../weka/classifiers/Classifier.html#setOptions(java.lang.String[])">setOptions</A></CODE> in class <CODE><A HREF="../../../weka/classifiers/Classifier.html" title="class in weka.classifiers">Classifier</A></CODE></DL></DD><DD><DL><DT><B>Parameters:</B><DD><CODE>options</CODE> - the options to parse<DT><B>Throws:</B><DD><CODE>java.lang.Exception</CODE> - if parsing fails</DL></DD></DL><HR><A NAME="getOptions()"><!-- --></A><H3>getOptions</H3><PRE>public java.lang.String[] <B>getOptions</B>()</PRE><DL><DD>Returns the current options<P><DD><DL><DT><B>Specified by:</B><DD><CODE><A HREF="../../../weka/core/OptionHandler.html#getOptions()">getOptions</A></CODE> in interface <CODE><A HREF="../../../weka/core/OptionHandler.html" title="interface in weka.core">OptionHandler</A></CODE><DT><B>Overrides:</B><DD><CODE><A HREF="../../../weka/classifiers/Classifier.html#getOptions()">getOptions</A></CODE> in class <CODE><A HREF="../../../weka/classifiers/Classifier.html" title="class in weka.classifiers">Classifier</A></CODE></DL></DD><DD><DL><DT><B>Returns:</B><DD>the current setup</DL></DD></DL><HR><A NAME="isPresent()"><!-- --></A><H3>isPresent</H3><PRE>public static boolean <B>isPresent</B>()</PRE><DL><DD>returns whether the libsvm classes are present or not, i.e. whether the  classes are in the classpath or not<P><DD><DL></DL></DD><DD><DL><DT><B>Returns:</B><DD>whether the libsvm classes are available</DL></DD></DL><HR><A NAME="setSVMType(weka.core.SelectedTag)"><!-- --></A><H3>setSVMType</H3><PRE>public void <B>setSVMType</B>(<A HREF="../../../weka/core/SelectedTag.html" title="class in weka.core">SelectedTag</A>&nbsp;value)</PRE><DL><DD>Sets type of SVM (default SVMTYPE_C_SVC)<P><DD><DL></DL></DD><DD><DL><DT><B>Parameters:</B><DD><CODE>value</CODE> - the type of the SVM</DL></DD></DL><HR><A NAME="getSVMType()"><!-- --></A><H3>getSVMType</H3><PRE>public <A HREF="../../../weka/core/SelectedTag.html" title="class in weka.core">SelectedTag</A> <B>getSVMType</B>()</PRE><DL><DD>Gets type of SVM<P><DD><DL></DL></DD><DD><DL><DT><B>Returns:</B><DD>the type of the SVM</DL></DD></DL><HR><A NAME="SVMTypeTipText()"><!-- --></A><H3>SVMTypeTipText</H3><PRE>public java.lang.String <B>SVMTypeTipText</B>()</PRE><DL><DD>Returns the tip text for this property<P><DD><DL></DL></DD><DD><DL><DT><B>Returns:</B><DD>tip text for this property suitable for         displaying in the explorer/experimenter gui</DL></DD></DL><HR>

⌨️ 快捷键说明

复制代码 Ctrl + C
搜索代码 Ctrl + F
全屏模式 F11
切换主题 Ctrl + Shift + D
显示快捷键 ?
增大字号 Ctrl + =
减小字号 Ctrl + -