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| <div class="subTitle">org.apache.mahout.clustering.streaming.cluster</div> |
| <h2 title="Class BallKMeans" class="title">Class BallKMeans</h2> |
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| <li>org.apache.mahout.clustering.streaming.cluster.BallKMeans</li> |
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| <pre>public class <span class="typeNameLabel">BallKMeans</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> |
| implements <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Iterable.html?is-external=true" title="class or interface in java.lang">Iterable</a><<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/Centroid.html?is-external=true" title="class or interface in org.apache.mahout.math">Centroid</a>></pre> |
| <div class="block">Implements a ball k-means algorithm for weighted vectors with probabilistic seeding similar to k-means++. |
| The idea is that k-means++ gives good starting clusters and ball k-means can tune up the final result very nicely |
| in only a few passes (or even in a single iteration for well-clusterable data). |
| |
| A good reference for this class of algorithms is "The Effectiveness of Lloyd-Type Methods for the k-Means Problem" |
| by Rafail Ostrovsky, Yuval Rabani, Leonard J. Schulman and Chaitanya Swamy. The code here uses the seeding strategy |
| as described in section 4.1.1 of that paper and the ball k-means step as described in section 4.2. We support |
| multiple iterations in contrast to the algorithm described in the paper.</div> |
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| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../../org/apache/mahout/clustering/streaming/cluster/BallKMeans.html#BallKMeans-org.apache.mahout.math.neighborhood.UpdatableSearcher-int-int-">BallKMeans</a></span>(<a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> searcher, |
| int numClusters, |
| int maxNumIterations)</code> </td> |
| </tr> |
| <tr class="rowColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../../org/apache/mahout/clustering/streaming/cluster/BallKMeans.html#BallKMeans-org.apache.mahout.math.neighborhood.UpdatableSearcher-int-int-boolean-int-">BallKMeans</a></span>(<a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> searcher, |
| int numClusters, |
| int maxNumIterations, |
| boolean kMeansPlusPlusInit, |
| int numRuns)</code> </td> |
| </tr> |
| <tr class="altColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../../org/apache/mahout/clustering/streaming/cluster/BallKMeans.html#BallKMeans-org.apache.mahout.math.neighborhood.UpdatableSearcher-int-int-double-boolean-boolean-double-int-">BallKMeans</a></span>(<a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> searcher, |
| int numClusters, |
| int maxNumIterations, |
| double trimFraction, |
| boolean kMeansPlusPlusInit, |
| boolean correctWeights, |
| double testProbability, |
| int numRuns)</code> </td> |
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| <td class="colFirst"><code><a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/mahout/clustering/streaming/cluster/BallKMeans.html#cluster-java.util.List-">cluster</a></span>(<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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</a>> datapoints)</code> |
| <div class="block">Clusters the datapoints in the list doing either random seeding of the centroids or k-means++.</div> |
| </td> |
| </tr> |
| <tr id="i1" class="rowColor"> |
| <td class="colFirst"><code><a href="http://docs.oracle.com/javase/7/docs/api/java/util/Iterator.html?is-external=true" title="class or interface in java.util">Iterator</a><<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/Centroid.html?is-external=true" title="class or interface in org.apache.mahout.math">Centroid</a>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/mahout/clustering/streaming/cluster/BallKMeans.html#iterator--">iterator</a></span>()</code> </td> |
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| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/mahout/common/Pair.html" title="class in org.apache.mahout.common">Pair</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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</a>>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/mahout/clustering/streaming/cluster/BallKMeans.html#splitTrainTest-java.util.List-">splitTrainTest</a></span>(<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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</a>> datapoints)</code> </td> |
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| <code><a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Iterable.html?is-external=true#forEach-java.util.function.Consumer-" title="class or interface in java.lang">forEach</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Iterable.html?is-external=true#spliterator--" title="class or interface in java.lang">spliterator</a></code></li> |
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| <h4>BallKMeans</h4> |
| <pre>public BallKMeans(<a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> searcher, |
| int numClusters, |
| int maxNumIterations)</pre> |
| </li> |
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| <a name="BallKMeans-org.apache.mahout.math.neighborhood.UpdatableSearcher-int-int-boolean-int-"> |
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| <h4>BallKMeans</h4> |
| <pre>public BallKMeans(<a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> searcher, |
| int numClusters, |
| int maxNumIterations, |
| boolean kMeansPlusPlusInit, |
| int numRuns)</pre> |
| </li> |
| </ul> |
| <a name="BallKMeans-org.apache.mahout.math.neighborhood.UpdatableSearcher-int-int-double-boolean-boolean-double-int-"> |
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| <h4>BallKMeans</h4> |
| <pre>public BallKMeans(<a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> searcher, |
| int numClusters, |
| int maxNumIterations, |
| double trimFraction, |
| boolean kMeansPlusPlusInit, |
| boolean correctWeights, |
| double testProbability, |
| int numRuns)</pre> |
| </li> |
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| <h4>splitTrainTest</h4> |
| <pre>public <a href="../../../../../../org/apache/mahout/common/Pair.html" title="class in org.apache.mahout.common">Pair</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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</a>>> splitTrainTest(<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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</a>> datapoints)</pre> |
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| <h4>cluster</h4> |
| <pre>public <a href="../../../../../../org/apache/mahout/math/neighborhood/UpdatableSearcher.html" title="class in org.apache.mahout.math.neighborhood">UpdatableSearcher</a> cluster(<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><? extends <a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/WeightedVector.html?is-external=true" title="class or interface in org.apache.mahout.math">WeightedVector</a>> datapoints)</pre> |
| <div class="block">Clusters the datapoints in the list doing either random seeding of the centroids or k-means++.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>datapoints</code> - the points to be clustered.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>an UpdatableSearcher with the resulting clusters.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="iterator--"> |
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| <h4>iterator</h4> |
| <pre>public <a href="http://docs.oracle.com/javase/7/docs/api/java/util/Iterator.html?is-external=true" title="class or interface in java.util">Iterator</a><<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/Centroid.html?is-external=true" title="class or interface in org.apache.mahout.math">Centroid</a>> iterator()</pre> |
| <dl> |
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| <dd><code><a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Iterable.html?is-external=true#iterator--" title="class or interface in java.lang">iterator</a></code> in interface <code><a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Iterable.html?is-external=true" title="class or interface in java.lang">Iterable</a><<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/Centroid.html?is-external=true" title="class or interface in org.apache.mahout.math">Centroid</a>></code></dd> |
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