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	<title>Comments on: Introduction to Statistical Machine Translation</title>
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		<title>By: links for 2011-03-23 &#171; Blarney Fellow</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-30452</link>
		<dc:creator>links for 2011-03-23 &#171; Blarney Fellow</dc:creator>
		<pubDate>Wed, 23 Mar 2011 07:42:52 +0000</pubDate>
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		<description>[...] Introduction to Statistical Machine Translation &#124; Michael Nielsen (tags: nlp language translation) [...]</description>
		<content:encoded><![CDATA[<p>[...] Introduction to Statistical Machine Translation | Michael Nielsen (tags: nlp language translation) [...]</p>
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		<title>By: Jonathan Stray &#187; A computational journalism reading list</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-30196</link>
		<dc:creator>Jonathan Stray &#187; A computational journalism reading list</dc:creator>
		<pubDate>Tue, 01 Feb 2011 02:29:50 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-30196</guid>
		<description>[...] models are increasingly important for all kinds of applications. Michael Nielsen has a great introduction to statistical machine translation. Google&#8217;s Peter Norvig discusses how he implemented statistical spelling correction on his [...]</description>
		<content:encoded><![CDATA[<p>[...] models are increasingly important for all kinds of applications. Michael Nielsen has a great introduction to statistical machine translation. Google&#8217;s Peter Norvig discusses how he implemented statistical spelling correction on his [...]</p>
]]></content:encoded>
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		<title>By: Koos van der Wilt</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-26688</link>
		<dc:creator>Koos van der Wilt</dc:creator>
		<pubDate>Sun, 21 Mar 2010 23:34:40 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-26688</guid>
		<description>Thanks for a very nice primer in Statistical Machine Translation.  Over the past few days, I have attempted to think deeply about the Noisy Channel model, which you present here, and which also holds sway in POS-tagging, Named Entity Recognition, and Speech Recogntion. 

You discuss this in discussing P(E&#124;F)=P(F&#124;E).P(E) and by asking why we would not use P(E&#124;F) directly.  I would very much like to discuss this with someone knowledgeable.</description>
		<content:encoded><![CDATA[<p>Thanks for a very nice primer in Statistical Machine Translation.  Over the past few days, I have attempted to think deeply about the Noisy Channel model, which you present here, and which also holds sway in POS-tagging, Named Entity Recognition, and Speech Recogntion. </p>
<p>You discuss this in discussing P(E|F)=P(F|E).P(E) and by asking why we would not use P(E|F) directly.  I would very much like to discuss this with someone knowledgeable.</p>
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		<title>By: axiomatic &#124; The Nation of Automated Changing Translation: Fearful</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-23559</link>
		<dc:creator>axiomatic &#124; The Nation of Automated Changing Translation: Fearful</dc:creator>
		<pubDate>Sun, 21 Jun 2009 03:53:27 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-23559</guid>
		<description>[...] Translate is a statistical translation system, based on analyzing parallel documents that have been professionally translated by people. For [...]</description>
		<content:encoded><![CDATA[<p>[...] Translate is a statistical translation system, based on analyzing parallel documents that have been professionally translated by people. For [...]</p>
]]></content:encoded>
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	<item>
		<title>By: links for 2009-03-27 &#171; My Weblog</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-19159</link>
		<dc:creator>links for 2009-03-27 &#171; My Weblog</dc:creator>
		<pubDate>Sat, 28 Mar 2009 04:03:41 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-19159</guid>
		<description>[...] Michael Nielsen » Introduction to Statistical Machine Translation (tags: ai nlp) [...]</description>
		<content:encoded><![CDATA[<p>[...] Michael Nielsen » Introduction to Statistical Machine Translation (tags: ai nlp) [...]</p>
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		<title>By: Science Blogging Benefits Everyone at Synthesis</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-19041</link>
		<dc:creator>Science Blogging Benefits Everyone at Synthesis</dc:creator>
		<pubDate>Wed, 25 Mar 2009 07:12:58 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-19041</guid>
		<description>[...] that mainstream journalists either can&#8217;t or wont fill - that of debunking pseudoscience. Michael Nielsen&#8217;s post on Statistical Machine Translation was written as he&#8217;s learning, making it a [...]</description>
		<content:encoded><![CDATA[<p>[...] that mainstream journalists either can&#8217;t or wont fill &#8211; that of debunking pseudoscience. Michael Nielsen&#8217;s post on Statistical Machine Translation was written as he&#8217;s learning, making it a [...]</p>
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		<title>By: Michael Nielsen &#187; Implementing Statistical Machine Translation Using MapReduce</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-18999</link>
		<dc:creator>Michael Nielsen &#187; Implementing Statistical Machine Translation Using MapReduce</dc:creator>
		<pubDate>Tue, 24 Mar 2009 01:23:03 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-18999</guid>
		<description>[...] post is a followup to an earlier post about the beautiful subject of statistical machine translation. In the earlier post I described how to build a statistical model that can be used to automatically [...]</description>
		<content:encoded><![CDATA[<p>[...] post is a followup to an earlier post about the beautiful subject of statistical machine translation. In the earlier post I described how to build a statistical model that can be used to automatically [...]</p>
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		<title>By: Michael Nielsen</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-18614</link>
		<dc:creator>Michael Nielsen</dc:creator>
		<pubDate>Fri, 13 Mar 2009 14:54:51 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-18614</guid>
		<description>Gil - Yes, that&#039;s right.  More recent iterations of statistical machine translation incorporate much more linguistics.  But it seems like you get a much bigger gain by starting with statistical ideas, and then later grafting on the linguistic ideas, not the other way round. I found this very surprising.</description>
		<content:encoded><![CDATA[<p>Gil &#8211; Yes, that&#8217;s right.  More recent iterations of statistical machine translation incorporate much more linguistics.  But it seems like you get a much bigger gain by starting with statistical ideas, and then later grafting on the linguistic ideas, not the other way round. I found this very surprising.</p>
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	<item>
		<title>By: Gil Kalai</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-18613</link>
		<dc:creator>Gil Kalai</dc:creator>
		<pubDate>Fri, 13 Mar 2009 14:48:20 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-18613</guid>
		<description>Dear Michael, is it the case that this method involves no parsing? (And very little linguistics.)</description>
		<content:encoded><![CDATA[<p>Dear Michael, is it the case that this method involves no parsing? (And very little linguistics.)</p>
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	<item>
		<title>By: Michael Nielsen</title>
		<link>http://michaelnielsen.org/blog/introduction-to-statistical-machine-translation/comment-page-1/#comment-18597</link>
		<dc:creator>Michael Nielsen</dc:creator>
		<pubDate>Thu, 12 Mar 2009 19:30:34 +0000</pubDate>
		<guid isPermaLink="false">http://michaelnielsen.org/blog/?p=577#comment-18597</guid>
		<description>Rajiv Das - No, I&#039;d never heard of the book before; my post was based on the original papers.  But based on Peter Norvig&#039;s review, I&#039;ll take a look at the book.</description>
		<content:encoded><![CDATA[<p>Rajiv Das &#8211; No, I&#8217;d never heard of the book before; my post was based on the original papers.  But based on Peter Norvig&#8217;s review, I&#8217;ll take a look at the book.</p>
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