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	<title>Comments on: Sentiment Analysis: Bubbling Up as the Economy Tanks</title>
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	<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/</link>
	<description>by Stephen E. Arnold</description>
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		<title>By: Stephen E. Arnold</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-22085</link>
		<dc:creator>Stephen E. Arnold</dc:creator>
		<pubDate>Thu, 04 Sep 2008 21:29:16 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-22085</guid>
		<description>Frank Xavier,

Good catch.

Stephen Arnold, September 4, 2008</description>
		<content:encoded><![CDATA[<p>Frank Xavier,</p>
<p>Good catch.</p>
<p>Stephen Arnold, September 4, 2008</p>
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		<title>By: Frank Xavier</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-22073</link>
		<dc:creator>Frank Xavier</dc:creator>
		<pubDate>Thu, 04 Sep 2008 17:44:14 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-22073</guid>
		<description>Open Source Software for Automated Sentiment Analysis: RapidMiner with its text mining and web mining plugin:
http://www.rapid-i.com/
generic sentiment analysis technology for all languages and all domains (product reviews, discussion forums, web blogs, political sentiments, financial sentiments, economic sentiments, etc.).</description>
		<content:encoded><![CDATA[<p>Open Source Software for Automated Sentiment Analysis: RapidMiner with its text mining and web mining plugin:<br />
<a href="http://www.rapid-i.com/" rel="nofollow">http://www.rapid-i.com/</a><br />
generic sentiment analysis technology for all languages and all domains (product reviews, discussion forums, web blogs, political sentiments, financial sentiments, economic sentiments, etc.).</p>
]]></content:encoded>
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		<title>By: jane</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-20120</link>
		<dc:creator>jane</dc:creator>
		<pubDate>Mon, 11 Aug 2008 15:36:09 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-20120</guid>
		<description>Well, ther is also few open source products, with a bit lower quality maybe, but 
on the other side with all that open source beauty - Open Source
http://alias-i.com/lingpipe/,  htttp://www.jane16.com  both quite good to be used in production systems. Anyway good point ,to birng up these subject to the light of the world little more</description>
		<content:encoded><![CDATA[<p>Well, ther is also few open source products, with a bit lower quality maybe, but<br />
on the other side with all that open source beauty &#8211; Open Source<br />
<a href="http://alias-i.com/lingpipe/" rel="nofollow">http://alias-i.com/lingpipe/</a>,  htttp://www.jane16.com  both quite good to be used in production systems. Anyway good point ,to birng up these subject to the light of the world little more</p>
]]></content:encoded>
	</item>
	<item>
		<title>By: Blog Business Summit &#187; Mining Online Sentiment: Can Algorithms Alone Really Tag Blog Posts Accurately?</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-3341</link>
		<dc:creator>Blog Business Summit &#187; Mining Online Sentiment: Can Algorithms Alone Really Tag Blog Posts Accurately?</dc:creator>
		<pubDate>Fri, 14 Mar 2008 22:24:36 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-3341</guid>
		<description>[...] contributions on this subject can be found from bloggers Stephen E. Arnold, Nathan Gilliatt, and Seth Grimes.    Share and Enjoy: These icons link to social bookmarking sites [...]</description>
		<content:encoded><![CDATA[<p>[...] contributions on this subject can be found from bloggers Stephen E. Arnold, Nathan Gilliatt, and Seth Grimes.    Share and Enjoy: These icons link to social bookmarking sites [...]</p>
]]></content:encoded>
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		<title>By: john hingley</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-140</link>
		<dc:creator>john hingley</dc:creator>
		<pubDate>Fri, 01 Feb 2008 22:17:30 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-140</guid>
		<description>Great article Stephen and thanks for the mention of Andiamo Systems. I&#039;m the Founder &amp; CEO. Semantic analysis is the most challenging part of our business, and I believe that for the forseeable future, even with great strides in technology automation, that a layer of human analysis is required to confirm the automated ratings especially where those ratings fall outside of an accepted confidence level.  

That&#039;s the approach we are taking. Nathan Gilliat would call this &#039;human-assisted software analysis&#039;.</description>
		<content:encoded><![CDATA[<p>Great article Stephen and thanks for the mention of Andiamo Systems. I&#8217;m the Founder &amp; CEO. Semantic analysis is the most challenging part of our business, and I believe that for the forseeable future, even with great strides in technology automation, that a layer of human analysis is required to confirm the automated ratings especially where those ratings fall outside of an accepted confidence level.  </p>
<p>That&#8217;s the approach we are taking. Nathan Gilliat would call this &#8216;human-assisted software analysis&#8217;.</p>
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		<title>By: Bob</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-46</link>
		<dc:creator>Bob</dc:creator>
		<pubDate>Mon, 21 Jan 2008 23:17:45 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-46</guid>
		<description>SPSS can already provide out-of-the-box sentiment analysis capabilities in 5 languages!</description>
		<content:encoded><![CDATA[<p>SPSS can already provide out-of-the-box sentiment analysis capabilities in 5 languages!</p>
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		<title>By: Sentiment Analysis: Bubbling Up as the Economy Tanks &#124; Marketing</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-29</link>
		<dc:creator>Sentiment Analysis: Bubbling Up as the Economy Tanks &#124; Marketing</dc:creator>
		<pubDate>Sun, 20 Jan 2008 20:42:43 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-29</guid>
		<description>[...] Original post by Beyond Search    Share and Enjoy: These icons link to social bookmarking sites where readers can share and discover new web pages. [...]</description>
		<content:encoded><![CDATA[<p>[...] Original post by Beyond Search    Share and Enjoy: These icons link to social bookmarking sites where readers can share and discover new web pages. [...]</p>
]]></content:encoded>
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		<title>By: Temporary Test Blog &#187; Blog Archive &#187; Sentiment Analysis: Bubbling Up as the Economy Tanks</title>
		<link>http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/comment-page-1/#comment-28</link>
		<dc:creator>Temporary Test Blog &#187; Blog Archive &#187; Sentiment Analysis: Bubbling Up as the Economy Tanks</dc:creator>
		<pubDate>Sun, 20 Jan 2008 20:24:38 +0000</pubDate>
		<guid isPermaLink="false">http://arnoldit.com/wordpress/2008/01/20/sentiment-analysis-bubbling-up-as-the-economy-tanks/#comment-28</guid>
		<description>[...] Original post by Stephen E. Arnold [...]</description>
		<content:encoded><![CDATA[<p>[...] Original post by Stephen E. Arnold [...]</p>
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