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| <h2 title="Class CDbwEvaluator" class="title">Class CDbwEvaluator</h2> |
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| <pre>public final class <span class="typeNameLabel">CDbwEvaluator</span> |
| extends <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></pre> |
| <div class="block">This class calculates the CDbw metric as defined in |
| http://www.db-net.aueb.gr/index.php/corporate/content/download/227/833/file/HV_poster2002.pdf</div> |
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| <th class="colOne" scope="col">Constructor and Description</th> |
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| <tr class="altColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#CDbwEvaluator-org.apache.hadoop.conf.Configuration-org.apache.hadoop.fs.Path-">CDbwEvaluator</a></span>(org.apache.hadoop.conf.Configuration conf, |
| org.apache.hadoop.fs.Path clustersIn)</code> |
| <div class="block">Initialize a new instance from job information</div> |
| </td> |
| </tr> |
| <tr class="rowColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#CDbwEvaluator-java.util.Map-java.util.List-org.apache.mahout.common.distance.DistanceMeasure-">CDbwEvaluator</a></span>(<a href="http://docs.oracle.com/javase/7/docs/api/java/util/Map.html?is-external=true" title="class or interface in java.util">Map</a><<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Integer.html?is-external=true" title="class or interface in java.lang">Integer</a>,<a href="http://docs.oracle.com/javase/7/docs/api/java/util/List.html?is-external=true" title="class or interface in java.util">List</a><<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/VectorWritable.html?is-external=true" title="class or interface in org.apache.mahout.math">VectorWritable</a>>> representativePoints, |
| <a href="http://docs.oracle.com/javase/7/docs/api/java/util/List.html?is-external=true" title="class or interface in java.util">List</a><<a href="http://mahout.apache.org/mahout-mr/apidocs/org/apache/mahout/clustering/Cluster.html?is-external=true" title="class or interface in org.apache.mahout.clustering">Cluster</a>> clusters, |
| <a href="http://mahout.apache.org/mahout-mr/apidocs/org/apache/mahout/common/distance/DistanceMeasure.html?is-external=true" title="class or interface in org.apache.mahout.common.distance">DistanceMeasure</a> measure)</code> |
| <div class="block">For testing only</div> |
| </td> |
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| <th class="colLast" scope="col">Method and Description</th> |
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| <tr id="i0" class="altColor"> |
| <td class="colFirst"><code>double</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#getCDbw--">getCDbw</a></span>()</code> |
| <div class="block">Compute the CDbw validity metric (eqn 8).</div> |
| </td> |
| </tr> |
| <tr id="i1" class="rowColor"> |
| <td class="colFirst"><code><a href="http://docs.oracle.com/javase/7/docs/api/java/util/Map.html?is-external=true" title="class or interface in java.util">Map</a><<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Integer.html?is-external=true" title="class or interface in java.lang">Integer</a>,<a href="http://docs.oracle.com/javase/7/docs/api/java/util/Map.html?is-external=true" title="class or interface in java.util">Map</a><<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Integer.html?is-external=true" title="class or interface in java.lang">Integer</a>,<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a>>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#interClusterDensities--">interClusterDensities</a></span>()</code> |
| <div class="block">This function evaluates the density of points in the regions between each clusters (eqn 1).</div> |
| </td> |
| </tr> |
| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code>double</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#interClusterDensity--">interClusterDensity</a></span>()</code> |
| <div class="block">This function evaluates the average density of points in the regions between clusters (eqn 1).</div> |
| </td> |
| </tr> |
| <tr id="i3" class="rowColor"> |
| <td class="colFirst"><code><a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/Vector.html?is-external=true" title="class or interface in org.apache.mahout.math">Vector</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#intraClusterDensities--">intraClusterDensities</a></span>()</code> |
| <div class="block">The average density within clusters is defined as the percentage of representative points that reside in the |
| neighborhood of the clusters' centers.</div> |
| </td> |
| </tr> |
| <tr id="i4" class="altColor"> |
| <td class="colFirst"><code>double</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#intraClusterDensity--">intraClusterDensity</a></span>()</code> |
| <div class="block">The average density within clusters is defined as the percentage of representative points that reside in the |
| neighborhood of the clusters' centers.</div> |
| </td> |
| </tr> |
| <tr id="i5" class="rowColor"> |
| <td class="colFirst"><code>double</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/clustering/cdbw/CDbwEvaluator.html#separation--">separation</a></span>()</code> |
| <div class="block">Calculate the separation of clusters (eqn 4) taking into account both the distances between the clusters' closest |
| points and the Inter-cluster density.</div> |
| </td> |
| </tr> |
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| <h4>CDbwEvaluator</h4> |
| <pre>public CDbwEvaluator(<a href="http://docs.oracle.com/javase/7/docs/api/java/util/Map.html?is-external=true" title="class or interface in java.util">Map</a><<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Integer.html?is-external=true" title="class or interface in java.lang">Integer</a>,<a href="http://docs.oracle.com/javase/7/docs/api/java/util/List.html?is-external=true" title="class or interface in java.util">List</a><<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/VectorWritable.html?is-external=true" title="class or interface in org.apache.mahout.math">VectorWritable</a>>> representativePoints, |
| <a href="http://docs.oracle.com/javase/7/docs/api/java/util/List.html?is-external=true" title="class or interface in java.util">List</a><<a href="http://mahout.apache.org/mahout-mr/apidocs/org/apache/mahout/clustering/Cluster.html?is-external=true" title="class or interface in org.apache.mahout.clustering">Cluster</a>> clusters, |
| <a href="http://mahout.apache.org/mahout-mr/apidocs/org/apache/mahout/common/distance/DistanceMeasure.html?is-external=true" title="class or interface in org.apache.mahout.common.distance">DistanceMeasure</a> measure)</pre> |
| <div class="block">For testing only</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>representativePoints</code> - a Map<Integer,List<VectorWritable>> of representative points keyed by clusterId</dd> |
| <dd><code>clusters</code> - a Map<Integer,Cluster> of the clusters keyed by clusterId</dd> |
| <dd><code>measure</code> - an appropriate DistanceMeasure</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="CDbwEvaluator-org.apache.hadoop.conf.Configuration-org.apache.hadoop.fs.Path-"> |
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| <h4>CDbwEvaluator</h4> |
| <pre>public CDbwEvaluator(org.apache.hadoop.conf.Configuration conf, |
| org.apache.hadoop.fs.Path clustersIn)</pre> |
| <div class="block">Initialize a new instance from job information</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>conf</code> - a Configuration with appropriate parameters</dd> |
| <dd><code>clustersIn</code> - a String path to the input clusters directory</dd> |
| </dl> |
| </li> |
| </ul> |
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| <a name="getCDbw--"> |
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| <h4>getCDbw</h4> |
| <pre>public double getCDbw()</pre> |
| <div class="block">Compute the CDbw validity metric (eqn 8). The goal of this metric is to reward clusterings which have a high |
| intraClusterDensity and also a high cluster separation.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a double</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="intraClusterDensity--"> |
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| <h4>intraClusterDensity</h4> |
| <pre>public double intraClusterDensity()</pre> |
| <div class="block">The average density within clusters is defined as the percentage of representative points that reside in the |
| neighborhood of the clusters' centers. The goal is the density within clusters to be significantly high. (eqn 5)</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a double</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="interClusterDensities--"> |
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| </a> |
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| <h4>interClusterDensities</h4> |
| <pre>public <a href="http://docs.oracle.com/javase/7/docs/api/java/util/Map.html?is-external=true" title="class or interface in java.util">Map</a><<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Integer.html?is-external=true" title="class or interface in java.lang">Integer</a>,<a href="http://docs.oracle.com/javase/7/docs/api/java/util/Map.html?is-external=true" title="class or interface in java.util">Map</a><<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Integer.html?is-external=true" title="class or interface in java.lang">Integer</a>,<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a>>> interClusterDensities()</pre> |
| <div class="block">This function evaluates the density of points in the regions between each clusters (eqn 1). The goal is the density |
| in the area between clusters to be significant low.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a Map<Integer,Map<Integer,Double>> of the inter-cluster densities</dd> |
| </dl> |
| </li> |
| </ul> |
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| </a> |
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| <h4>separation</h4> |
| <pre>public double separation()</pre> |
| <div class="block">Calculate the separation of clusters (eqn 4) taking into account both the distances between the clusters' closest |
| points and the Inter-cluster density. The goal is the distances between clusters to be high while the |
| representative point density in the areas between them are low.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a double</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="interClusterDensity--"> |
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| <h4>interClusterDensity</h4> |
| <pre>public double interClusterDensity()</pre> |
| <div class="block">This function evaluates the average density of points in the regions between clusters (eqn 1). The goal is the |
| density in the area between clusters to be significant low.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a double</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="intraClusterDensities--"> |
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| </a> |
| <ul class="blockListLast"> |
| <li class="blockList"> |
| <h4>intraClusterDensities</h4> |
| <pre>public <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/Vector.html?is-external=true" title="class or interface in org.apache.mahout.math">Vector</a> intraClusterDensities()</pre> |
| <div class="block">The average density within clusters is defined as the percentage of representative points that reside in the |
| neighborhood of the clusters' centers. The goal is the density within clusters to be significantly high. (eqn 5)</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a Vector of the intra-densities of each clusterId</dd> |
| </dl> |
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