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<h2 title="Class GlobalOnlineAuc" class="title">Class GlobalOnlineAuc</h2>
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<li>org.apache.mahout.math.stats.GlobalOnlineAuc</li>
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<dt>All Implemented Interfaces:</dt>
<dd>org.apache.hadoop.io.Writable, <a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></dd>
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<pre>public class <span class="typeNameLabel">GlobalOnlineAuc</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="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></pre>
<div class="block">Computes a running estimate of AUC (see http://en.wikipedia.org/wiki/Receiver_operating_characteristic).
<p/>
Since AUC is normally a global property of labeled scores, it is almost always computed in a
batch fashion. The probabilistic definition (the probability that a random element of one set
has a higher score than a random element of another set) gives us a way to estimate this
on-line.</div>
<dl>
<dt><span class="seeLabel">See Also:</span></dt>
<dd><a href="../../../../../org/apache/mahout/math/stats/GroupedOnlineAuc.html" title="class in org.apache.mahout.math.stats"><code>GroupedOnlineAuc</code></a></dd>
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<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Field and Description</th>
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<tr class="altColor">
<td class="colFirst"><code>static int</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#HISTORY">HISTORY</a></span></code>&nbsp;</td>
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<td class="colOne"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#GlobalOnlineAuc--">GlobalOnlineAuc</a></span>()</code>&nbsp;</td>
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<td class="colFirst"><code>double</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#addSample-int-double-">addSample</a></span>(int&nbsp;category,
double&nbsp;score)</code>&nbsp;</td>
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<td class="colFirst"><code>double</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#addSample-int-java.lang.String-double-">addSample</a></span>(int&nbsp;category,
<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/String.html?is-external=true" title="class or interface in java.lang">String</a>&nbsp;groupKey,
double&nbsp;score)</code>&nbsp;</td>
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<tr id="i2" class="altColor">
<td class="colFirst"><code>double</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#auc--">auc</a></span>()</code>&nbsp;</td>
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<tr id="i3" class="rowColor">
<td class="colFirst"><code>void</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#readFields-java.io.DataInput-">readFields</a></span>(<a href="http://docs.oracle.com/javase/7/docs/api/java/io/DataInput.html?is-external=true" title="class or interface in java.io">DataInput</a>&nbsp;in)</code>&nbsp;</td>
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<td class="colFirst"><code>void</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#setPolicy-org.apache.mahout.math.stats.GlobalOnlineAuc.ReplacementPolicy-">setPolicy</a></span>(<a href="http://mahout.apache.org/mahout-math/apidocs/org/apache/mahout/math/stats/GlobalOnlineAuc.ReplacementPolicy.html?is-external=true" title="class or interface in org.apache.mahout.math.stats">org.apache.mahout.math.stats.GlobalOnlineAuc.ReplacementPolicy</a>&nbsp;policy)</code>&nbsp;</td>
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<tr id="i5" class="rowColor">
<td class="colFirst"><code>void</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#setWindowSize-int-">setWindowSize</a></span>(int&nbsp;windowSize)</code>&nbsp;</td>
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<tr id="i6" class="altColor">
<td class="colFirst"><code>double</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#value--">value</a></span>()</code>&nbsp;</td>
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<tr id="i7" class="rowColor">
<td class="colFirst"><code>void</code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/mahout/math/stats/GlobalOnlineAuc.html#write-java.io.DataOutput-">write</a></span>(<a href="http://docs.oracle.com/javase/7/docs/api/java/io/DataOutput.html?is-external=true" title="class or interface in java.io">DataOutput</a>&nbsp;out)</code>&nbsp;</td>
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<pre>public static final&nbsp;int HISTORY</pre>
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<pre>public&nbsp;GlobalOnlineAuc()</pre>
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<pre>public&nbsp;double&nbsp;addSample(int&nbsp;category,
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double&nbsp;score)</pre>
<dl>
<dt><span class="overrideSpecifyLabel">Specified by:</span></dt>
<dd><code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html#addSample-int-java.lang.String-double-">addSample</a></code>&nbsp;in interface&nbsp;<code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></code></dd>
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<pre>public&nbsp;double&nbsp;addSample(int&nbsp;category,
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<dd><code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html#addSample-int-double-">addSample</a></code>&nbsp;in interface&nbsp;<code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></code></dd>
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<h4>auc</h4>
<pre>public&nbsp;double&nbsp;auc()</pre>
<dl>
<dt><span class="overrideSpecifyLabel">Specified by:</span></dt>
<dd><code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html#auc--">auc</a></code>&nbsp;in interface&nbsp;<code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></code></dd>
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<h4>value</h4>
<pre>public&nbsp;double&nbsp;value()</pre>
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<dd><code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html#setPolicy-org.apache.mahout.math.stats.GlobalOnlineAuc.ReplacementPolicy-">setPolicy</a></code>&nbsp;in interface&nbsp;<code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></code></dd>
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<dd><code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html#setWindowSize-int-">setWindowSize</a></code>&nbsp;in interface&nbsp;<code><a href="../../../../../org/apache/mahout/math/stats/OnlineAuc.html" title="interface in org.apache.mahout.math.stats">OnlineAuc</a></code></dd>
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