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<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"><!--NewPage--><HTML><HEAD><!-- Generated by javadoc (build 1.5.0_10) on Fri Jan 26 16:36:09 NZDT 2007 --><TITLE>weka.filters.unsupervised.attribute</TITLE><META NAME="keywords" CONTENT="weka.filters.unsupervised.attribute package"><LINK REL ="stylesheet" TYPE="text/css" HREF="../../../../stylesheet.css" TITLE="Style"><SCRIPT type="text/javascript">function windowTitle(){    parent.document.title="weka.filters.unsupervised.attribute";}</SCRIPT><NOSCRIPT></NOSCRIPT></HEAD><BODY BGCOLOR="white" onload="windowTitle();"><!-- ========= START OF TOP NAVBAR ======= --><A NAME="navbar_top"><!-- --></A><A HREF="#skip-navbar_top" title="Skip navigation links"></A><TABLE BORDER="0" WIDTH="100%" CELLPADDING="1" CELLSPACING="0" SUMMARY=""><TR><TD COLSPAN=2 BGCOLOR="#EEEEFF" CLASS="NavBarCell1"><A NAME="navbar_top_firstrow"><!-- --></A><TABLE BORDER="0" CELLPADDING="0" CELLSPACING="3" SUMMARY="">  <TR ALIGN="center" VALIGN="top">  <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1">    <A HREF="../../../../overview-summary.html"><FONT CLASS="NavBarFont1"><B>Overview</B></FONT></A>&nbsp;</TD>  <TD BGCOLOR="#FFFFFF" CLASS="NavBarCell1Rev"> &nbsp;<FONT CLASS="NavBarFont1Rev"><B>Package</B></FONT>&nbsp;</TD>  <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1">    <FONT CLASS="NavBarFont1">Class</FONT>&nbsp;</TD>  <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1">    <A HREF="package-tree.html"><FONT CLASS="NavBarFont1"><B>Tree</B></FONT></A>&nbsp;</TD>  <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1">    <A HREF="../../../../deprecated-list.html"><FONT CLASS="NavBarFont1"><B>Deprecated</B></FONT></A>&nbsp;</TD>  <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1">    <A HREF="../../../../index-all.html"><FONT CLASS="NavBarFont1"><B>Index</B></FONT></A>&nbsp;</TD>  <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1">    <A HREF="../../../../help-doc.html"><FONT CLASS="NavBarFont1"><B>Help</B></FONT></A>&nbsp;</TD> <TD BGCOLOR="#EEEEFF" CLASS="NavBarCell1"> <A HREF="http://www.cs.waikato.ac.nz/ml/weka/" target="_blank"><FONT CLASS="NavBarFont1"><B>Weka's home</B></FONT></A>&nbsp;</TD>  </TR></TABLE></TD><TD ALIGN="right" VALIGN="top" ROWSPAN=3><EM></EM></TD></TR><TR><TD BGCOLOR="white" CLASS="NavBarCell2"><FONT SIZE="-2">&nbsp;<A HREF="../../../../weka/filters/supervised/instance/package-summary.html"><B>PREV PACKAGE</B></A>&nbsp;&nbsp;<A HREF="../../../../weka/filters/unsupervised/instance/package-summary.html"><B>NEXT PACKAGE</B></A></FONT></TD><TD BGCOLOR="white" CLASS="NavBarCell2"><FONT SIZE="-2">  <A HREF="../../../../index.html?weka/filters/unsupervised/attribute/package-summary.html" target="_top"><B>FRAMES</B></A>  &nbsp;&nbsp;<A HREF="package-summary.html" target="_top"><B>NO FRAMES</B></A>  &nbsp;&nbsp;<SCRIPT type="text/javascript">  <!--  if(window==top) {    document.writeln('<A HREF="../../../../allclasses-noframe.html"><B>All Classes</B></A>');  }  //--></SCRIPT><NOSCRIPT>  <A HREF="../../../../allclasses-noframe.html"><B>All Classes</B></A></NOSCRIPT></FONT></TD></TR></TABLE><A NAME="skip-navbar_top"></A><!-- ========= END OF TOP NAVBAR ========= --><HR><H2>Package weka.filters.unsupervised.attribute</H2><TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY=""><TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor"><TH ALIGN="left" COLSPAN="2"><FONT SIZE="+2"><B>Class Summary</B></FONT></TH></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/AbstractTimeSeries.html" title="class in weka.filters.unsupervised.attribute">AbstractTimeSeries</A></B></TD><TD>An abstract instance filter that assumes instances form time-series data and performs some merging of attribute values in the current instance with  attribute attribute values of some previous (or future) instance.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/Add.html" title="class in weka.filters.unsupervised.attribute">Add</A></B></TD><TD>An instance filter that adds a new attribute to the dataset.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/AddCluster.html" title="class in weka.filters.unsupervised.attribute">AddCluster</A></B></TD><TD>A filter that adds a new nominal attribute representing the cluster assigned to each instance by the specified clustering algorithm.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/AddExpression.html" title="class in weka.filters.unsupervised.attribute">AddExpression</A></B></TD><TD>An instance filter that creates a new attribute by applying a mathematical expression to existing attributes.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/AddID.html" title="class in weka.filters.unsupervised.attribute">AddID</A></B></TD><TD>An instance filter that adds an ID attribute to the dataset.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/AddNoise.html" title="class in weka.filters.unsupervised.attribute">AddNoise</A></B></TD><TD>An instance filter that changes a percentage of a given attributes values.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/AddValues.html" title="class in weka.filters.unsupervised.attribute">AddValues</A></B></TD><TD>Adds the labels from the given list to an attribute if they are missing.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/Center.html" title="class in weka.filters.unsupervised.attribute">Center</A></B></TD><TD>Centers all numeric attributes in the given dataset to have zero mean (apart from the class attribute, if set).</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/ChangeDateFormat.html" title="class in weka.filters.unsupervised.attribute">ChangeDateFormat</A></B></TD><TD>Changes the date format used by a date attribute.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/ClassAssigner.html" title="class in weka.filters.unsupervised.attribute">ClassAssigner</A></B></TD><TD>Filter that can set and unset the class index.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/ClusterMembership.html" title="class in weka.filters.unsupervised.attribute">ClusterMembership</A></B></TD><TD>A filter that uses a density-based clusterer to generate cluster membership values; filtered instances are composed of these values plus the class attribute (if set in the input data).</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/Copy.html" title="class in weka.filters.unsupervised.attribute">Copy</A></B></TD><TD>An instance filter that copies a range of attributes in the dataset.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/Discretize.html" title="class in weka.filters.unsupervised.attribute">Discretize</A></B></TD><TD>An instance filter that discretizes a range of numeric attributes in the dataset into nominal attributes.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/FirstOrder.html" title="class in weka.filters.unsupervised.attribute">FirstOrder</A></B></TD><TD>This instance filter takes a range of N numeric attributes and replaces them with N-1 numeric attributes, the values of which are the difference between consecutive attribute values from the original instance.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/InterquartileRange.html" title="class in weka.filters.unsupervised.attribute">InterquartileRange</A></B></TD><TD>A filter for detecting outliers and extreme values based on interquartile ranges.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/MakeIndicator.html" title="class in weka.filters.unsupervised.attribute">MakeIndicator</A></B></TD><TD>A filter that creates a new dataset with a boolean attribute replacing a nominal attribute.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/MathExpression.html" title="class in weka.filters.unsupervised.attribute">MathExpression</A></B></TD><TD>Modify numeric attributes according to a given expression <p/> <!-- globalinfo-end -->  <!-- options-start --> Valid options are: <p/></TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/MergeTwoValues.html" title="class in weka.filters.unsupervised.attribute">MergeTwoValues</A></B></TD><TD>Merges two values of a nominal attribute into one value.</TD></TR><TR BGCOLOR="white" CLASS="TableRowColor"><TD WIDTH="15%"><B><A HREF="../../../../weka/filters/unsupervised/attribute/MultiInstanceToPropositional.html" title="class in weka.filters.unsupervised.attribute">MultiInstanceToPropositional</A></B></TD><TD>Converts the multi-instance dataset into single instance dataset so that the Nominalize, Standardize and other type of filters or transformation  can be applied to these data for the further preprocessing.<br/> Note: the first attribute of the converted dataset is a nominal attribute and refers to the bagId.</TD></TR>

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