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	<title>marketingfan.com &#187; research</title>
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		<title>Death of the SEO Copywriters &#8211; Spam Detection with Phrase Based Information Retrieval</title>
		<link>http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval</link>
		<comments>http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval#comments</comments>
		<pubDate>Wed, 30 Nov -0001 00:00:00 +0000</pubDate>
		<dc:creator></dc:creator>
				<category><![CDATA[bill slawski]]></category>
		<category><![CDATA[keyword stuffing]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[supplemental index]]></category>

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		<description><![CDATA[<p><a href="http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval">Death of the SEO Copywriters &#8211; Spam Detection with Phrase Based Information Retrieval</a><br/><br/>By <a href="http://www.marketingfan.com">Marketingfan.com Internet Markting Blog</a></p>
Bill Slawski explains a recent patent explaining why spammy pages and low quality content goes to supplemental index recently a lot more often...]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval">Death of the <span class="caps">SEO</span> Copywriters &#8211; Spam Detection with Phrase Based Information Retrieval</a><br/><br/>By <a href="http://www.marketingfan.com">Marketingfan.com Internet Markting Blog</a></p>
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		</div>Bill Slawski of <span class="caps">SEO</span>bytheSea has a <a href="http://www.seobythesea.com/?p=413">great post up</a> explaining a concept of how search engines (Google, man!) do a phrase based analysis &#8211; of your content to assign quality measures to it and possibly put it into the wastebasket or at least supplemental index.

<p>The idea is that quality documents have a different co-occurrence of certain phrases (&#8220;money-words&#8221;) than spammy or low quality articles you bought for two dollars each from that low-quality writer in India recently who wasn&#8217;t even aware of how to use Word properly, not to speak about creating quality content&#8230; </p>

<p>Certainly a &#8220;SEOed&#8221; article around a phrase, let&#8217;s say &#8220;President of the united states&#8221; would use that term in all variations, word order and such.</p>

<p>A quality article really talking about the President of the united states would probably mention other &#8220;unimportant&#8221; things like names of past presidents, non-important things like amorous adventures, hollywood careers or other generally bad habits of those big guys that nobody would place an Adwords bid on for example.</p>

<p>The search engines just create a <b>co-occurance matrix</b> for all phrases in the document and match those statistics against other quality documents.</p>

<p><blockquote><br />
From the foregoing, the number of the related phrases present in a given document will be known. A normal, non-spam document will generally have a relatively limited number of related phrases, typically on the order of between 8 and 20, depending on the document collection. By contrast, a <b>spam document</b> will have an excessive number of related phrases, for example on the order of between <b>100 and 1000 related phrases</b>. Thus, the present invention takes advantage of this discovery by identifying as spam documents those documents that have a statistically significant deviation in the number of related phrases relative to an expected number of related phrases for documents in the document collection.<br />
</blockquote></p>

<p>So short &#8211; that patent and the wonderful clear exlpanation by Bill outlines pretty well, that Google &#038; co DO have the means and technology to judge on content quality &#8230;</p>

<p>and that is the death for all <span class="caps">SEO </span>&#8220;copywriters&#8221; just focussing on keyword density, repetition and keyword stuffing.</p>


<p>What does that mean for you if you <span class="caps">HIRE </span>a writer for creating content?</p>

<p>DO <span class="caps">NOT </span>overdo your specifications concerning keyword phrases to use!</p>

<p>Especially in the last months I have seen content rank <span class="caps">GREAT </span>on Google (if on the right domains) for <b>related phrases</b> versus phrases that were really used in the content&#8230; you don&#8217;t need to have an exact mention of a keyword phrase for it to be found on Google anymore!</p>

<p><span class="caps">NO, </span>it could even harm you nowadays &#8211; that&#8217;s the next phase of overoptimization penalties &#8211; create good, natural content and <span class="caps">RANK</span>!</p><div class="tweetthis" style="text-align:left;"><p> <a class="tt" href="http://twitter.com/intent/tweet?text=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval+http%3A%2F%2Fmarketingfan.com%2F%3Fp%3D1217" title="Post to Twitter"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/twitter/tt-twitter-big4.png" alt="Post to Twitter" /></a> <a class="tt" href="http://delicious.com/post?url=http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval&amp;title=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval" title="Post to Delicious"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/delicious/tt-delicious-big4.png" alt="Post to Delicious" /></a> <a class="tt" href="http://delicious.com/post?url=http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval&amp;title=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval" title="Post to Delicious">Post to Delicious</a> <a class="tt" href="http://reddit.com/submit?url=http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval&amp;title=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval" title="Post to Reddit"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/reddit/tt-reddit-big4.png" alt="Post to Reddit" /></a> <a class="tt" href="http://reddit.com/submit?url=http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval&amp;title=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval" title="Post to Reddit">Post to Reddit</a> <a class="tt" href="http://stumbleupon.com/submit?url=http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval&amp;title=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval" title="Post to StumbleUpon"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/su/tt-su-big4.png" alt="Post to StumbleUpon" /></a> <a class="tt" href="http://stumbleupon.com/submit?url=http://www.marketingfan.com/death-of-the-seo-copywriters-spam-detection-with-phrase-based-information-retrieval&amp;title=Death+of+the+SEO+Copywriters+%E2%80%93+Spam+Detection+with+Phrase+Based+Information+Retrieval" title="Post to StumbleUpon">Stumble This Post</a></p></div>]]></content:encoded>
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		<title>Indirect linking &#8211; Truncated Page Rank and getting rid of link buying penalties</title>
		<link>http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties</link>
		<comments>http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties#comments</comments>
		<pubDate>Wed, 30 Nov -0001 00:00:00 +0000</pubDate>
		<dc:creator></dc:creator>
				<category><![CDATA[google]]></category>
		<category><![CDATA[hosted marketing pages]]></category>
		<category><![CDATA[indirect linking]]></category>
		<category><![CDATA[link building]]></category>
		<category><![CDATA[link popularity]]></category>
		<category><![CDATA[natural linkbuilding]]></category>
		<category><![CDATA[page rank]]></category>
		<category><![CDATA[pagerank]]></category>
		<category><![CDATA[presell pages]]></category>
		<category><![CDATA[reputation management]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[truncated pagerank]]></category>
		<category><![CDATA[damping factor]]></category>

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		<description><![CDATA[<p><a href="http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties">Indirect linking &#8211; Truncated Page Rank and getting rid of link buying penalties</a><br/><br/>By <a href="http://www.marketingfan.com">Marketingfan.com Internet Markting Blog</a></p>
Post about a concept called "truncated pagerank" which penalizes link buys - and a good way around it.]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties">Indirect linking &#8211; Truncated Page Rank and getting rid of link buying penalties</a><br/><br/>By <a href="http://www.marketingfan.com">Marketingfan.com Internet Markting Blog</a></p>
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			<a href="http://api.tweetmeme.com/share?url=http%3A%2F%2Fwww.marketingfan.com%2Findirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties"><br />
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		</div><p>I figured over the last weeks, that some partners or   clients are not aware of the great possbility of natural link building &#34;the other way round&#34; &#8230; getting a presell page and then boosting that page with a few links to get the effect of those links indirectly to their own site&#8230; that&#8217;s why I call this concept  <strong>indirect linking</strong> </p>
<p>The mindset &#34;I need more PR&#34;   was born when every direct link to a site contributed to it&#8217;s direct pagerank and   even better, it&#8217;s direct ranking &#8211; that was somewhere in 2001 or so. Well &#8211; <strong>those days are gone </strong>&#8230; the search   engine engineers know that <strong>buying links</strong> is mainstream, and have two strategies to fight that kind of link popularity manipulation &#8211; a) say that <strong>buying links is bad</strong> (you bad bad boy paying somebody money for linking to you&#8230; ) and b) and more effective &#8211; <strong>discount the value of direct links</strong>&#8230; </p>
<p>There is a concept that was documented as &#34;<strong>truncated page rank</strong>&#34; in the paper   &#34;<a href="http://citeseer.ist.psu.edu/becchetti06using.html">Using Rank Propagation and Probabilistic Counting for Link-Based Spam   Detection</a>&#34; which I also had on my TO-READ list of <a href="http://www.marketingfan.com/scientific-seo-research-papers"><span class="caps">TOP SEO </span>resarch papers</a> since back in July (you should really bookmark that page and check back often <img src='http://www.marketingfan.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' /> </p>
<p>What you read there is of course by no means a   confirmation what Google or others implemented, but it gives you an idea of how   they work &#8211; and I like their conclusions on how to filter &#34;link spam&#34; with the   method of applying a heavy damping factor to the direct links. </p>
<p>It is based on the assumption that people that pay money for links, only direct it to their own sites&#8230; (that was a crazy though in 2002 &#8211; why pay that guy just to link to me &#8230; &#34;oh my god, they pay me 5 bucks for a link on my blog &#8211; but today it&#8217;s common thinking) </p>
<blockquote>
  <blockquote>
    <blockquote>
      <p><em>[...]where   is a damping factor between 0 and 1, typically 0.85.<br />
            <br /><br />
        A page participating   in a link farm can gain a high Page-<br /><br />
        Rank score because it has many in-links,   this is, supporters<br /><br />
        that are topologically &#34;close&#34; to the target node.   Intuitively,<br /><br />
        a way of demoting those pages could be to <strong>consider a   damp-<br /><br />
          ing function that ignores the direct contribution of the<br /><br />
          first   levels </strong>of links,</em></p>
      <p><em>[...]<br />
        This function   penalizes pages that obtain a large share<br /><br />
        of their PageRank from the <strong>first   few levels of links</strong>; we call<br /><br />
        the corresponding functional ranking the <strong>Truncated Page-<br /><br />
          Rank</strong> of a page. This is similar to PageRank,   except that<br /><br />
        the supporters that are <strong>too &#34;close&#34; to a target node, do   not<br /><br />
          contribute towards its ranking.</strong></em><em><strong></strong></em></p>
      <p>&nbsp;</p>
    </blockquote>
  </blockquote>
</blockquote>
<p>So while the first level links are discounted, the second and third level links are not, or at least not to that extend. And the reason is simpe as that</p>
<blockquote>
  <blockquote>
    <blockquote>
      <p><em>Why should I pay for a link to a site that is <span class="caps">NOT </span>mine? </em></p>
    </blockquote>
  </blockquote>
</blockquote>
<p>Please note that I&#8217;m not saying that   direct links (be they bought or leased) dont work&#8230; they work just over time, at a discounted strength &#8211; and <span class="caps">IMHO </span>we are <strong>already used to link damping   over time for 2 years now&#8230; </strong>But still, getting strong links to (old)   pages that link to you help both &#8211; the page you link to <span class="caps">AND </span>your own site!</p>
<p>So here&#8217;s my advice to <strong>get the most out of your presell page</strong> (AKA hosted marketign page): </p>
<ol>
  <li>once you <a href="http://www.presellpageman.com">get a pre sell page</a> on an authority site, be it an old .edu site or another old and trusted domain,   don&#8217;t let it there alone &#8211; include it in your link building plan </li>
  <li>yes, that means linking to a site that might not be owned by you.. so what? you pay people to link to let those links help you!</li>
  <li>chances are <span class="caps">VERY GOOD </span>that this presell page will <span class="caps">RANK. </span>and even <span class="caps">OUTRANK </span>your own site! good &#8211; you will get traffic <span class="caps">AND </span>link juice from that page </li>
  <li>so you will <strong>increase your traffic </strong>from both &#8211; <strong>indirect   traffic from human visitors </strong>from the presell page and your own rankings from the links of that high ranking page of   course </li>
</ol>
<p>Talking about the thing called &#34;<strong>reputation management</strong>&#34; &#8211; that&#8217;s a similar concept&#8230; buy pages on old sites that talk good about you or your company and <strong>let them rank</strong> &#8230; voila&#8217; that means your reputation on a typical Google search will increase <img src='http://www.marketingfan.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' />  &#8230; </p>
<p>oh &#8211; and did I mention your chance of getting traffic increases by 30-100% by having a <strong>second entry in the search results</strong>? </p>
<p>Now <span class="caps">THAT </span>is an incentive, eh? </p>


<p>Note: this post was also sent out end of August to my client-only newsletter &#8230; if you are interested in getting such stuff earlier, you might consider becoming a client, too.</p><div class="tweetthis" style="text-align:left;"><p> <a class="tt" href="http://twitter.com/intent/tweet?text=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties+http%3A%2F%2Fmarketingfan.com%2F%3Fp%3D1205" title="Post to Twitter"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/twitter/tt-twitter-big4.png" alt="Post to Twitter" /></a> <a class="tt" href="http://delicious.com/post?url=http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties&amp;title=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties" title="Post to Delicious"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/delicious/tt-delicious-big4.png" alt="Post to Delicious" /></a> <a class="tt" href="http://delicious.com/post?url=http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties&amp;title=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties" title="Post to Delicious">Post to Delicious</a> <a class="tt" href="http://reddit.com/submit?url=http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties&amp;title=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties" title="Post to Reddit"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/reddit/tt-reddit-big4.png" alt="Post to Reddit" /></a> <a class="tt" href="http://reddit.com/submit?url=http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties&amp;title=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties" title="Post to Reddit">Post to Reddit</a> <a class="tt" href="http://stumbleupon.com/submit?url=http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties&amp;title=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties" title="Post to StumbleUpon"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/su/tt-su-big4.png" alt="Post to StumbleUpon" /></a> <a class="tt" href="http://stumbleupon.com/submit?url=http://www.marketingfan.com/indirect-linking-truncated-page-rank-and-getting-rid-of-link-buying-penalties&amp;title=Indirect+linking+%E2%80%93+Truncated+Page+Rank+and+getting+rid+of+link+buying+penalties" title="Post to StumbleUpon">Stumble This Post</a></p></div>]]></content:encoded>
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		<title>SpamRank &#8211; my interpretation</title>
		<link>http://www.marketingfan.com/spamrank-my-interpretation</link>
		<comments>http://www.marketingfan.com/spamrank-my-interpretation#comments</comments>
		<pubDate>Wed, 30 Nov -0001 00:00:00 +0000</pubDate>
		<dc:creator></dc:creator>
				<category><![CDATA[google]]></category>
		<category><![CDATA[matt cutts]]></category>
		<category><![CDATA[penalties]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[yahoo]]></category>

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		<description><![CDATA[<p><a href="http://www.marketingfan.com/spamrank-my-interpretation">SpamRank &#8211; my interpretation</a><br/><br/>By <a href="http://www.marketingfan.com">Marketingfan.com Internet Markting Blog</a></p>
One of the papers I listed in <a href="http://www.marketingfan.com/scientific-seo-research-papers">The Top 15 SEO research papers</a> is about "SpamRank":http://airweb.cse.lehigh.edu/2005/benczur.pdf with the goal of <i>Fully Automatic Link Spam Detection</i>

Preparing for the SES tomorrow, I want to share my observations and interpretations of that WWW2005 paper...
]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.marketingfan.com/spamrank-my-interpretation">SpamRank &#8211; my interpretation</a><br/><br/>By <a href="http://www.marketingfan.com">Marketingfan.com Internet Markting Blog</a></p>
<div class="tweetmeme_button" style="float: left; margin-right: 10px;">
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			</a><br />
		</div>One of the papers I listed in <a href="http://www.marketingfan.com/scientific-seo-research-papers">The Top 15 <span class="caps">SEO </span>research papers</a> is about <a href="http://airweb.cse.lehigh.edu/2005/benczur.pdf">SpamRank</a> with the goal of <i>Fully Automatic Link Spam Detection</i>

<p>Preparing for the <span class="caps">SES </span>tomorrow, I want to share my observations and interpretations of that <span class="caps">WWW2005 </span>paper</p>

<p><strong>Goal</strong></p>

<p>obviously search engines need a good and automatic way to identifying <strong>link networks</strong> and <strong>link farms</strong> &#8211; sites that are built soley for inflating page rank or a group of webmasters that join together for a <strong>link rink</strong> or a <strong>link exchange network</strong></p>

<p><strong>Method</strong></p>

<p><blockquote><br />
key assumption is that<br />
supporters of an honest page should not be overly dependent on one another, i.e. they should be spread<br />
across sources of different quality<br />
</blockquote></p>

<p>This means having too many high ranking sites is bad, while having only low ranking sites is bad too &#8211; emulate natural web</p>

<p><blockquote><br />
as in the case of the entire Web, the PageRank distribution of an<br />
honest set of supporters should be power law.<br />
</blockquote></p>

<p>You want a natural linking pattern for your sites</p>

<p>The two key observations in detecting link farms</p>

<p><blockquote><br />
Portions of the Web are self-similar; an honest set of supporter pages arise by independent actions of individuals and organizations that build a structure with properties similar to the entire Web. In particular, the PageRank of the supporters (ed: the linking sites) follows a power law distribution just as the case for the entire Web.<br />
</blockquote></p>


<p>Again, you want a natural linking pattern for your sites</p>

<p><blockquote><br />
Link spammers have a limited budget; when boosting the PageRank of a target page, &#8220;unimportant&#8221; structures are not replicated.<br />
</blockquote></p>

<p>If you need &#8220;unimportant&#8221; structures for your site, then go for low-value links like <span class="caps">PR0, PR1, PR2, </span>links from uncached pages, links from new sites, hell &#8211; any link &#8211; just make sure you build a <span class="caps">GOOD, NATURAL </span>(again) mix</p>


<p><strong>So how can I lower my SpamRank ?</strong></p>

<p>These are my interpretations &#038; recommendations only:</p>


<ol>
<li>Get a good mix of backlinks, where the PR follows a power-principle, say a power of 3 have 3^5 = 243 <span class="caps">PR0,</span> 81 <span class="caps">PR1,</span> 27x <span class="caps">PR2,</span> 9 <span class="caps">PR3,</span> 3 <span class="caps">PR4 </span>and 1 <span class="caps">PR5</span> &#8230; you get the idea?</li>
<li><span class="caps">THEREFORE</span>: Don&#8217;t bother buying links on High PR pages like <span class="caps">PR9,PR8 </span>that sure will stick out of your link profile immediately</li>
<li>Look at your competitors and their backlink profiles and try to emulate that</li>
<li>Get links from within content (presell pages), not only sidebar, navigational or footer links</li>
<li>Add &#8220;useless&#8221; pages like About, Sitemap, Contact us etc to your sites</li>
<li>Add &#8220;useless&#8221; links to your sites &#8211; some nofollow links, some <span class="caps">PR0, </span>some uncached</li>
</ol>



<p>Hell &#8211; and don&#8217;t count on every single link&#8230; make your site evolve naturally, the days where you bought 3 <span class="caps">PR7 </span>and got a <span class="caps">PR6 </span>next month are over for <span class="caps">YEARS&#8230; </span>(I still get questions from people who believe those 2003ish myths that are burried in some old abandoned webmaster forums and minds)</p>


<p>Two other algorithms are cited and I&#8217;m sure they are in development or production already</p>

<p><a href="http://citeseer.ist.psu.edu/rd/61863900%2C723784%2C1%2C0.25%2CDownload/http://citeseer.ist.psu.edu/cache/papers/cs2/723/http:zSzzSzwww.www2005.orgzSzcdromzSzdocszSzp820.pdf/wu05identifying.pdf">B. Wu and B. D. Davison. Identifying link farm pages.</a></p>

<p>and with 22 scientific citations and only via payables from Springs this here</p>

<p><a href="http://www.springerlink.com/(veeew0atwtslhp2zxg0dz12x)/app/home/contribution.asp?referrer=parent&amp;#038;backto=issue,8,15;journal,801,3941;linkingpublicationresults,1:105633,1">H. Zhang, A. Goel, R. Govindan, K. Mason, and B. V. Roy. Making eigenvector-based reputation systems robust to collusion.</a></p>

<p>More to read on the topic of <strong>link farms</strong> and <strong>link spam detection</strong> is listed here</p>

<p><a href="http://appft1.uspto.gov/netacgi/nph-Parser?Sect1=PTO1&amp;%23038;Sect2=HITOFF&amp;%23038;d=PG01&amp;%23038;p=1&amp;%23038;u=%2Fnetahtml%2FPTO%2Fsrchnum.html&amp;%23038;r=1&amp;%23038;f=G&amp;%23038;l=50&amp;%23038;s1=%2220060095416%22.PGNR.&amp;%23038;OS=DN%2F20060095416&amp;%23038;RS=DN%2F20060095416">Yahoo&#8217;s Link Farm detection patent</a></p>

<p><a href="http://citeseer.ist.psu.edu/becchetti06using.html">Using Rank Propagation and Probabilistic Counting for Link-Based Spam Detection</a></p>

<p><a href="http://citeseer.ist.psu.edu/correct/739652">Undue Influence: Eliminating the Impact of Link Plagiarism on Web Search Rankings</a></p>


<p>Sidenote: Barry and others <a href="http://www.seroundtable.com/archives/002818.html">already reported from last years&#8217; Chicago show</a> (I think it was Chicago) that Matt Cutts from Google was playing with <br />
his notebook to point out rented links and links from link farms. </p>

<p>While it&#8217;s not clear that thes algos are in effect for all search queries, all websites, all countries or languages, it&#8217;s sure Google &#038; Co have implemented <span class="caps">MANY </span>of them &#8211; as the pure calculation is pretty simple once you have the huge database of web site vectors (interlink data) as Google &#038; Co have.</p><div class="tweetthis" style="text-align:left;"><p> <a class="tt" href="http://twitter.com/intent/tweet?text=SpamRank+%E2%80%93+my+interpretation+http%3A%2F%2Fmarketingfan.com%2F%3Fp%3D1037" title="Post to Twitter"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/twitter/tt-twitter-big4.png" alt="Post to Twitter" /></a> <a class="tt" href="http://delicious.com/post?url=http://www.marketingfan.com/spamrank-my-interpretation&amp;title=SpamRank+%E2%80%93+my+interpretation" title="Post to Delicious"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/delicious/tt-delicious-big4.png" alt="Post to Delicious" /></a> <a class="tt" href="http://delicious.com/post?url=http://www.marketingfan.com/spamrank-my-interpretation&amp;title=SpamRank+%E2%80%93+my+interpretation" title="Post to Delicious">Post to Delicious</a> <a class="tt" href="http://reddit.com/submit?url=http://www.marketingfan.com/spamrank-my-interpretation&amp;title=SpamRank+%E2%80%93+my+interpretation" title="Post to Reddit"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/reddit/tt-reddit-big4.png" alt="Post to Reddit" /></a> <a class="tt" href="http://reddit.com/submit?url=http://www.marketingfan.com/spamrank-my-interpretation&amp;title=SpamRank+%E2%80%93+my+interpretation" title="Post to Reddit">Post to Reddit</a> <a class="tt" href="http://stumbleupon.com/submit?url=http://www.marketingfan.com/spamrank-my-interpretation&amp;title=SpamRank+%E2%80%93+my+interpretation" title="Post to StumbleUpon"><img class="nothumb" src="http://www.marketingfan.com/wp-content/plugins/tweet-this/icons/en/su/tt-su-big4.png" alt="Post to StumbleUpon" /></a> <a class="tt" href="http://stumbleupon.com/submit?url=http://www.marketingfan.com/spamrank-my-interpretation&amp;title=SpamRank+%E2%80%93+my+interpretation" title="Post to StumbleUpon">Stumble This Post</a></p></div>]]></content:encoded>
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