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	<title>Hawk Wings &#187; bayesian filtering</title>
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		<title>How Bayesian spam filtering works</title>
		<link>http://www.hawkwings.net/2006/02/10/how-bayesian-spam-filtering-works/</link>
		<comments>http://www.hawkwings.net/2006/02/10/how-bayesian-spam-filtering-works/#comments</comments>
		<pubDate>Thu, 09 Feb 2006 13:43:43 +0000</pubDate>
		<dc:creator>Tim Gaden</dc:creator>
				<category><![CDATA[Apple Mail]]></category>
		<category><![CDATA[bayesian filtering]]></category>
		<category><![CDATA[junk filter]]></category>
		<category><![CDATA[latent semantic analysis]]></category>
		<category><![CDATA[lsa]]></category>
		<category><![CDATA[mail.app]]></category>
		<category><![CDATA[spam]]></category>

		<guid isPermaLink="false">http://www.hawkwings.net/2006/02/10/how-bayesian-spam-filtering-works/</guid>
		<description><![CDATA[Process Software offers an explanation of how Bayes' forumula is used in spam filtering apps like SpamSieve, SpamFire and JunkMatcher.Apple Mail's built-in Junk Filter uses a different process called "Latent Semantic Analysis".]]></description>
			<content:encoded><![CDATA[<p>Feast your eyes on this little beauty:</p>
<div align="center"><img src="http://www.hawkwings.net/wp-content/wp-images/bayesformula.jpg" height="90" width="310" border="0" hspace="0" vspace="10" alt="bayesformula" title="bayesformula" /></div>
<p>This is Bayes&#8217; formula. It is the maths behind the Bayesian filtering used by spam-catching apps like SpamSieve, SpamFire and JunkMatcher.</p>
<p>Process Software <a href="http://www.process.com/precisemail/bayesian_filtering.htm">offers a lucid and racy explanation</a> <img src="http://www.hawkwings.net/images/extlink.jpg"/> of how Bayes&#8217; forumula works to keep spam out of your Inbox. You will be surprised how interesting it is. I was.</p>
<p>Apple Mail&#8217;s built-in Junk Filter uses a different process called &#8220;Latent Semantic Analysis&#8221;. </p>
<p><a href="http://www.hawkwings.net/2005/12/24/how-apple-mails-junk-filter-is-not-like-the-others/">&#8220;Mail.app&#8217;s Junk Filter is not like the others&#8221;</a> contains a number of links to explanations of LSA and how it differs from Bayesian filtering.<tags>spam, lsa, latent semantic analysis, bayesian filtering, junk filter, mail.app, apple mail</tags><strong>Similar Posts:</strong>
<ul class="similar-posts">
<li><a href="http://www.hawkwings.net/2005/12/24/how-apple-mails-junk-filter-is-not-like-the-others/" rel="bookmark" title="24 December 2005, 2:44 am">Mail.app&#8217;s Junk Filter is not like the others</a></li>
<li><a href="http://www.hawkwings.net/2005/08/20/how-apple-mails-junk-filter-works/" rel="bookmark" title="20 August 2005, 9:19 am">How Apple Mail&#8217;s Junk Filter works</a></li>
<li><a href="http://www.hawkwings.net/2005/10/11/spamfire-extra-spam-protection-for-apple-mail/" rel="bookmark" title="11 October 2005, 9:09 pm">Spamfire: Extra spam protection for Apple Mail</a></li>
<li><a href="http://www.hawkwings.net/2006/07/27/image-spam-spam-gets-more-canny/" rel="bookmark" title="27 July 2006, 10:55 pm">Image spam: Spam gets more canny</a></li>
<li><a href="http://www.hawkwings.net/2007/04/30/three-new-online-tutorials-for-mailapp-users/" rel="bookmark" title="30 April 2007, 11:42 pm">Three new online tutorials for Mail.app users</a></li>
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		</item>
		<item>
		<title>Mail.app&#8217;s Junk Filter is not like the others</title>
		<link>http://www.hawkwings.net/2005/12/24/how-apple-mails-junk-filter-is-not-like-the-others/</link>
		<comments>http://www.hawkwings.net/2005/12/24/how-apple-mails-junk-filter-is-not-like-the-others/#comments</comments>
		<pubDate>Fri, 23 Dec 2005 15:44:09 +0000</pubDate>
		<dc:creator>Tim Gaden</dc:creator>
				<category><![CDATA[Apple Mail]]></category>
		<category><![CDATA[Apple Mail Tips]]></category>
		<category><![CDATA[Bayesian]]></category>
		<category><![CDATA[bayesian filtering]]></category>
		<category><![CDATA[junk filter]]></category>
		<category><![CDATA[latent semantic analysis]]></category>
		<category><![CDATA[lsa]]></category>
		<category><![CDATA[mail.app]]></category>
		<category><![CDATA[spam]]></category>

		<guid isPermaLink="false">http://www.hawkwings.net/?p=495</guid>
		<description><![CDATA[Mail.app's Junk filter is not a Bayesian one like the spam catching technology in SpamSieve and many other spam-fighting apps. Instead it uses a technique called Latent Semantic Analysis (LSA). Some links to posts that describe the difference ...]]></description>
			<content:encoded><![CDATA[<p><img src="http://www.hawkwings.net/wp-content/wp-images/junkmail-1.jpg" height="57" width="60" border="0" align="right" hspace="5" vspace="0" alt="junkmail" title="junkmail" /><tag>Mail.app</tag>&#8216;s Junk filter is not a <tag>Bayesian</tag> one like the spam catching technology in SpamSieve and many other spam-fighting apps. Instead it uses a technique called Latent Semantic Analysis (LSA).</p>
<p>I&#8217;ve blogged <a href="http://www.hawkwings.net/2005/08/20/how-apple-mails-junk-filter-works/">two excellent descriptions</a> of the way this filter works in <tag>Apple Mail</tag> before, but today came across <a href="http://www.pacificavc.com/blog/2003/02/10.html#a78">a third explanation</a> with the imposing title, &#8220;Bayesian Nets, Latent Semantics, Despamming and other speculations&#8221;.  </p>
<p>The post describes the differences between Bayesian and LSA and a whole lot more. It&#8217;s over two years old, but a good read and packed full of links to other resources on spam.</p>
<p>[via <a href="http://www.paulstimesink.com/post/2005/12/22/spam_filtering_in_apple_mail">Paul's Time Sink</a>.]<tags>spam, bayesian filtering, Latent Semantic Analysis, LSA, mail.app, apple mail, junk filter</tags><strong>Similar Posts:</strong>
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<li><a href="http://www.hawkwings.net/2006/02/10/how-bayesian-spam-filtering-works/" rel="bookmark" title="10 February 2006, 12:43 am">How Bayesian spam filtering works</a></li>
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<li><a href="http://www.hawkwings.net/2005/10/11/spamfire-extra-spam-protection-for-apple-mail/" rel="bookmark" title="11 October 2005, 9:09 pm">Spamfire: Extra spam protection for Apple Mail</a></li>
<li><a href="http://www.hawkwings.net/2006/11/13/mailapp-and-spamassassin-in-spam-catching-harmony/" rel="bookmark" title="13 November 2006, 8:32 pm">Mail.app and SpamAssassin in spam-catching harmony</a></li>
</ul>
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