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	<title>Comments on: Modern QSAR - Dataset</title>
	<link>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/</link>
	<description>Data mining in Pharmacy</description>
	<pubDate>Sun, 20 May 2012 14:22:41 +0000</pubDate>
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		<title>By: Man killed amid Britain&#8217;s post-Christmas sales (AP) &#124; usavovelaloc</title>
		<link>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/#comment-7722</link>
		<dc:creator>Man killed amid Britain&#8217;s post-Christmas sales (AP) &#124; usavovelaloc</dc:creator>
		<pubDate>Wed, 28 Dec 2011 08:31:34 +0000</pubDate>
		<guid>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/#comment-7722</guid>
		<description>[...] schumer ascii art ascii art andrew mason once in a blue moon gwar guitarist gwar guitarist     LD_AddCustomAttr("AdOpt", "1"); LD_AddCustomAttr("Origin", [...]</description>
		<content:encoded><![CDATA[<p>[&#8230;] schumer ascii art ascii art andrew mason once in a blue moon gwar guitarist gwar guitarist     LD_AddCustomAttr(&#8221;AdOpt&#8221;, &#8220;1&#8243;); LD_AddCustomAttr(&#8221;Origin&#8221;, [&#8230;]</p>
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		<title>By: Yap Chun Wei</title>
		<link>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/#comment-576</link>
		<dc:creator>Yap Chun Wei</dc:creator>
		<pubDate>Fri, 30 Jan 2009 14:21:19 +0000</pubDate>
		<guid>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/#comment-576</guid>
		<description>Testing set is used to help fine tune the model. For example, when using k-nearest neighbour to build a model, we need to find the optimum k. In order to do that, we will use different values of k to build different models and compare the performance of the models on the testing set.

Validation set is only used to assess the performance of the final model (i.e. the one with the optimum k). It is not used at any stage during model development.

Some researchers prefer to switch the two terms, using validation set to mean the dataset that is used to fine tune model parameters and testing set to assess the final model. 

But generally, if the dataset (whether validation or testing) is prefixed by "external", it will mean that that dataset is used to assess the final model.</description>
		<content:encoded><![CDATA[<p>Testing set is used to help fine tune the model. For example, when using k-nearest neighbour to build a model, we need to find the optimum k. In order to do that, we will use different values of k to build different models and compare the performance of the models on the testing set.</p>
<p>Validation set is only used to assess the performance of the final model (i.e. the one with the optimum k). It is not used at any stage during model development.</p>
<p>Some researchers prefer to switch the two terms, using validation set to mean the dataset that is used to fine tune model parameters and testing set to assess the final model. </p>
<p>But generally, if the dataset (whether validation or testing) is prefixed by &#8220;external&#8221;, it will mean that that dataset is used to assess the final model.</p>
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		<title>By: Vladimir Chupakhin</title>
		<link>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/#comment-575</link>
		<dc:creator>Vladimir Chupakhin</dc:creator>
		<pubDate>Fri, 30 Jan 2009 09:35:42 +0000</pubDate>
		<guid>http://voyagememoirs.com/pharmine/2009/01/28/modern-qsar-dataset/#comment-575</guid>
		<description>Nice!

Long time ago I was stumble upon the term "external test set". So, what is the difference between the validation and testing types of dataset?</description>
		<content:encoded><![CDATA[<p>Nice!</p>
<p>Long time ago I was stumble upon the term &#8220;external test set&#8221;. So, what is the difference between the validation and testing types of dataset?</p>
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