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<B>Constructor Detail</B></FONT></TH>
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<A NAME="DatasetTools()"><!-- --></A><H3>
DatasetTools</H3>
<PRE>
public <B>DatasetTools</B>()</PRE>
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<B>Method Detail</B></FONT></TH>
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<A NAME="getClosest(net.sf.javaml.core.Dataset, net.sf.javaml.distance.DistanceMeasure, net.sf.javaml.core.Instance)"><!-- --></A><H3>
getClosest</H3>
<PRE>
public static <A HREF="../../../../net/sf/javaml/core/Instance.html" title="interface in net.sf.javaml.core">Instance</A> <B>getClosest</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> data,
<A HREF="../../../../net/sf/javaml/distance/DistanceMeasure.html" title="interface in net.sf.javaml.distance">DistanceMeasure</A> dm,
<A HREF="../../../../net/sf/javaml/core/Instance.html" title="interface in net.sf.javaml.core">Instance</A> inst)</PRE>
<DL>
<DD>Returns the instance of the given dataset that is closest to the instance that is given as a parameter.
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>data</CODE> - the dataset to search in<DD><CODE>inst</CODE> - the instance for which we need to find the closest
<DT><B>Returns:</B><DD></DL>
</DD>
</DL>
<HR>
<A NAME="getStandardDeviation(net.sf.javaml.core.Dataset)"><!-- --></A><H3>
getStandardDeviation</H3>
<PRE>
public static <A HREF="../../../../net/sf/javaml/core/Instance.html" title="interface in net.sf.javaml.core">Instance</A> <B>getStandardDeviation</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> data)</PRE>
<DL>
<DD>Return an instance with on each position the standard deviation for that attribute.
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>data</CODE> -
<DT><B>Returns:</B><DD></DL>
</DD>
</DL>
<HR>
<A NAME="getCentroid(net.sf.javaml.core.Dataset, net.sf.javaml.distance.DistanceMeasure)"><!-- --></A><H3>
getCentroid</H3>
<PRE>
public static <A HREF="../../../../net/sf/javaml/core/Instance.html" title="interface in net.sf.javaml.core">Instance</A> <B>getCentroid</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> data,
<A HREF="../../../../net/sf/javaml/distance/DistanceMeasure.html" title="interface in net.sf.javaml.distance">DistanceMeasure</A> dm)</PRE>
<DL>
<DD>Return the centroid of this cluster when using the given distance measure.
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>dm</CODE> - the distance measure to use when calculating the centroid.
<DT><B>Returns:</B><DD>the centroid of this dataset</DL>
</DD>
</DL>
<HR>
<A NAME="epsilonRangeQuery(net.sf.javaml.core.Dataset, double, net.sf.javaml.core.Instance, net.sf.javaml.distance.DistanceMeasure)"><!-- --></A><H3>
epsilonRangeQuery</H3>
<PRE>
public static java.util.List<<A HREF="../../../../net/sf/javaml/core/Instance.html" title="interface in net.sf.javaml.core">Instance</A>> <B>epsilonRangeQuery</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> data,
double epsilon,
<A HREF="../../../../net/sf/javaml/core/Instance.html" title="interface in net.sf.javaml.core">Instance</A> instance,
<A HREF="../../../../net/sf/javaml/distance/DistanceMeasure.html" title="interface in net.sf.javaml.distance">DistanceMeasure</A> dm)</PRE>
<DL>
<DD>Performs an epsilon range query for this instance relative to the supplied dataset.
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>data</CODE> - the dataset on which to run the query.<DD><CODE>epsilon</CODE> - Specifies the range for the query<DD><CODE>instance</CODE> - The instance that is used as query-object for epsilon range query<DD><CODE>dm</CODE> - The distance measure used to calculated the distances.
<DT><B>Returns:</B><DD>List with all the Instances that are within the specified range</DL>
</DD>
</DL>
<HR>
<A NAME="removeInstance(net.sf.javaml.core.Dataset, int)"><!-- --></A><H3>
removeInstance</H3>
<PRE>
public static <A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> <B>removeInstance</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> data,
int index)</PRE>
<DL>
<DD>Removes an instance from a dataset and returns the resulting dataset. XXX DOC
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>data</CODE> - <DD><CODE>index</CODE> -
<DT><B>Returns:</B><DD></DL>
</DD>
</DL>
<HR>
<A NAME="merge(net.sf.javaml.core.Dataset, net.sf.javaml.core.Dataset)"><!-- --></A><H3>
merge</H3>
<PRE>
public static void <B>merge</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> data,
<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A> added)</PRE>
<DL>
<DD>This method will merge all the data from the two datasets in to the first one.
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>data</CODE> - <DD><CODE>added</CODE> - </DL>
</DD>
</DL>
<HR>
<A NAME="filterEmpty(net.sf.javaml.core.Dataset[])"><!-- --></A><H3>
filterEmpty</H3>
<PRE>
public static <A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A>[] <B>filterEmpty</B>(<A HREF="../../../../net/sf/javaml/core/Dataset.html" title="interface in net.sf.javaml.core">Dataset</A>[] input)</PRE>
<DL>
<DD>Filter out all the empty datasets in an array. XXX DOC
<P>
<DD><DL>
<DT><B>Parameters:</B><DD><CODE>input</CODE> -
<DT><B>Returns:</B><DD></DL>
</DD>
</DL>
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