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	<title>Comments on: SEO Matrix&#8217;s- Markov Chaining and Term Vector Models</title>
	<atom:link href="http://www.revenews.com/heatherpaulson/seo-matrixs-markov-chaining-and-term-vector-models/feed/" rel="self" type="application/rss+xml" />
	<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/</link>
	<description>Discussion of Online Marketing, SEM, Social Media, Mobile and Video, Micro-Content, and Affiliate Marketing</description>
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	<item>
		<title>By: seo professional</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-35510</link>
		<dc:creator>seo professional</dc:creator>
		<pubDate>Fri, 15 Apr 2011 10:22:00 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-35510</guid>
		<description>The Standard model is going to get a huge shock, when the Higgs is not found. Time then to rethink the whole of the Standard model. There are already some very interesting candidate theories out there.
</description>
		<content:encoded><![CDATA[<p>The Standard model is going to get a huge shock, when the Higgs is not found. Time then to rethink the whole of the Standard model. There are already some very interesting candidate theories out there.</p>
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	</item>
	<item>
		<title>By: Heather Paulson</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10678</link>
		<dc:creator>Heather Paulson</dc:creator>
		<pubDate>Mon, 14 Jan 2008 17:08:04 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10678</guid>
		<description>Hello Tracker, 
 
Yup I see you are sporting a PR 3 - Was YatanWeb.com previously parked at this IP? I see a Google cache on Jan 9th from another url that is a PR4? </description>
		<content:encoded><![CDATA[<p>Hello Tracker, </p>
<p>Yup I see you are sporting a PR 3 &#8211; Was YatanWeb.com previously parked at this IP? I see a Google cache on Jan 9th from another url that is a PR4?</p>
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	</item>
	<item>
		<title>By: tracker</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10677</link>
		<dc:creator>tracker</dc:creator>
		<pubDate>Mon, 14 Jan 2008 11:01:47 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10677</guid>
		<description>Hi, 
I dont agree with aging factor as I know one website 3months old with a surprising page rank as PR=3, Can you believe, few months back it was PR0, now its PR=3, Can anyone look at it and see why it has PR=3 suddenly. 
Website is dailyrics(dot)com 
 
Thanks, 
tracker </description>
		<content:encoded><![CDATA[<p>Hi,<br />
I dont agree with aging factor as I know one website 3months old with a surprising page rank as PR=3, Can you believe, few months back it was PR0, now its PR=3, Can anyone look at it and see why it has PR=3 suddenly.<br />
Website is dailyrics(dot)com </p>
<p>Thanks,<br />
tracker</p>
]]></content:encoded>
	</item>
	<item>
		<title>By: Jordan Kasteler - Ut</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10675</link>
		<dc:creator>Jordan Kasteler - Ut</dc:creator>
		<pubDate>Sun, 13 Jan 2008 07:17:02 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10675</guid>
		<description>Heather, great post! Really great content. You managed to cover LSI, Markov Chaining, Information Retrieval, and Term Vector Modeling without speaking another language. Stumbled and Delicioused! </description>
		<content:encoded><![CDATA[<p>Heather, great post! Really great content. You managed to cover LSI, Markov Chaining, Information Retrieval, and Term Vector Modeling without speaking another language. Stumbled and Delicioused!</p>
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	</item>
	<item>
		<title>By: Tony Cohn</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10673</link>
		<dc:creator>Tony Cohn</dc:creator>
		<pubDate>Tue, 08 Jan 2008 06:03:50 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10673</guid>
		<description>Great piece Heather. It is nice to see an SEO pro giving away tips for a change instead of just making a top ten list. </description>
		<content:encoded><![CDATA[<p>Great piece Heather. It is nice to see an SEO pro giving away tips for a change instead of just making a top ten list.</p>
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	<item>
		<title>By: Heather Paulson</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10672</link>
		<dc:creator>Heather Paulson</dc:creator>
		<pubDate>Mon, 07 Jan 2008 21:29:46 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10672</guid>
		<description>Hi Tom, 
 
You hit the nail on the head with your questions...;) 
 
&quot;When you say &quot;Identify the pattern and you can beat the algorithms&quot; it sounds like you place the majority emphasis on on-site SEO. Is this correct?&quot; 
 
YES - I do place the majority of my strategic emphasis on - on-page content organization. However some sites might need higher off - page factors it depends on the site and the competitive environment. 
 
 
&quot;I tell people that the more competitive the keywords the more important off-page factors become and the more likely external links will make the ranking difference. Care to give a ratio or your own rule of thumb?&quot; 
 
 
YES - I think you are right concerning off - page factors making the difference with highly competitive terms. Incoming Links to content Ratio? I have not determined a rule of thumb at all, this appears to fluctuate with many factors involved. 
 
 
Also, often when I conduct pattern analysis I discover that the top ranking websites across vertical markets turn-out to have lots of site-wide paid text link advertisements pointing to them and often from multiple domain networks (Can everyone say &#039;In the news.&quot;?) How do you identify optimal on-page patterns when off-page factors dominate the SERPs? 
 
 
Wow great question and tricky - There are so many site wide factors that exist with this - If no optimal term weighting case exists (In the competitive environment across multiple verticals with the same site conditions) comparative to the incoming link volume of the site we are optimizing for then region by region I would slowly optimize and organize the sites content to achieve optimal exposure and placement and hope to find a balance to stick placement. </description>
		<content:encoded><![CDATA[<p>Hi Tom, </p>
<p>You hit the nail on the head with your questions&#8230;;) </p>
<p>&quot;When you say &quot;Identify the pattern and you can beat the algorithms&quot; it sounds like you place the majority emphasis on on-site SEO. Is this correct?&quot; </p>
<p>YES &#8211; I do place the majority of my strategic emphasis on &#8211; on-page content organization. However some sites might need higher off &#8211; page factors it depends on the site and the competitive environment. </p>
<p>&quot;I tell people that the more competitive the keywords the more important off-page factors become and the more likely external links will make the ranking difference. Care to give a ratio or your own rule of thumb?&quot; </p>
<p>YES &#8211; I think you are right concerning off &#8211; page factors making the difference with highly competitive terms. Incoming Links to content Ratio? I have not determined a rule of thumb at all, this appears to fluctuate with many factors involved. </p>
<p>Also, often when I conduct pattern analysis I discover that the top ranking websites across vertical markets turn-out to have lots of site-wide paid text link advertisements pointing to them and often from multiple domain networks (Can everyone say &#039;In the news.&quot;?) How do you identify optimal on-page patterns when off-page factors dominate the SERPs? </p>
<p>Wow great question and tricky &#8211; There are so many site wide factors that exist with this &#8211; If no optimal term weighting case exists (In the competitive environment across multiple verticals with the same site conditions) comparative to the incoming link volume of the site we are optimizing for then region by region I would slowly optimize and organize the sites content to achieve optimal exposure and placement and hope to find a balance to stick placement.</p>
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	</item>
	<item>
		<title>By: Tom Schmitz</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10671</link>
		<dc:creator>Tom Schmitz</dc:creator>
		<pubDate>Mon, 07 Jan 2008 19:14:14 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10671</guid>
		<description>Great article Heather. 
 
When you say &quot;Identify the pattern and you can beat the algorithms&quot; it sounds like you place the majority emphasis on on-site SEO. Is this correct? I tell people that the more competitive the keywords the more important off-page factors become and the more likely external links will make the ranking difference. Care to give a ratio or your own rule of thumb? 
 
Also, often when I conduct pattern analysis I discover that the top ranking websites across vertical markets turn-out to have lots of site-wide paid text link advertisements pointing to them and often from multiple domain networks (Can everyone say &#039;In the news.&quot;?) How do you identify optimal on-page patterns when off-page factors dominate the SERPs? </description>
		<content:encoded><![CDATA[<p>Great article Heather. </p>
<p>When you say &quot;Identify the pattern and you can beat the algorithms&quot; it sounds like you place the majority emphasis on on-site SEO. Is this correct? I tell people that the more competitive the keywords the more important off-page factors become and the more likely external links will make the ranking difference. Care to give a ratio or your own rule of thumb? </p>
<p>Also, often when I conduct pattern analysis I discover that the top ranking websites across vertical markets turn-out to have lots of site-wide paid text link advertisements pointing to them and often from multiple domain networks (Can everyone say &#039;In the news.&quot;?) How do you identify optimal on-page patterns when off-page factors dominate the SERPs?</p>
]]></content:encoded>
	</item>
	<item>
		<title>By: Heather Paulson</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10670</link>
		<dc:creator>Heather Paulson</dc:creator>
		<pubDate>Mon, 07 Jan 2008 18:04:13 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10670</guid>
		<description>Hello Pat, 
 
Thanks! For others seeking additional information, there is a fantastic article concerning use of no follow here - &lt;a href=&quot;http://www.stonetemple.com/blog/?p=187&quot; rel=&quot;nofollow&quot;&gt;http://www.stonetemple.com/blog/?p=187&lt;/a&gt; 
 
have a great day! </description>
		<content:encoded><![CDATA[<p>Hello Pat, </p>
<p>Thanks! For others seeking additional information, there is a fantastic article concerning use of no follow here &#8211; <a href="http://www.stonetemple.com/blog/?p=187" rel="nofollow">http://www.stonetemple.com/blog/?p=187</a> </p>
<p>have a great day!</p>
]]></content:encoded>
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	<item>
		<title>By: Pat Grady</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10669</link>
		<dc:creator>Pat Grady</dc:creator>
		<pubDate>Mon, 07 Jan 2008 15:45:39 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10669</guid>
		<description>Wonderful article Heather! 
 
Your point #3 above is such a simple thing, one I had been overlooking until late 2007.  Analyzing my site&#039;s navigation, internal linking scheme structures and inbound links has helped me to use nofollow and other things to better sculpt the PR flow that I want. </description>
		<content:encoded><![CDATA[<p>Wonderful article Heather! </p>
<p>Your point #3 above is such a simple thing, one I had been overlooking until late 2007.  Analyzing my site&#039;s navigation, internal linking scheme structures and inbound links has helped me to use nofollow and other things to better sculpt the PR flow that I want.</p>
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		<title>By: Jim Kukral</title>
		<link>http://www.revenews.com/search-engine-marketing/seo-matrixs-markov-chaining-and-term-vector-models/#comment-10668</link>
		<dc:creator>Jim Kukral</dc:creator>
		<pubDate>Sun, 06 Jan 2008 21:53:53 +0000</pubDate>
		<guid isPermaLink="false">http://revenews.contentrobot.com/?p=2772#comment-10668</guid>
		<description>I wonder how many more people would have read this if the headline was &quot;I&#039;ve Cracked Google&#039;s Algorithm&quot; :) </description>
		<content:encoded><![CDATA[<p>I wonder how many more people would have read this if the headline was &quot;I&#039;ve Cracked Google&#039;s Algorithm&quot; <img src='http://www.revenews.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
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