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	<id>https://recsyswiki.com/index.php?action=history&amp;feed=atom&amp;title=Objective_evaluation_measures</id>
	<title>Objective evaluation measures - Revision history</title>
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	<updated>2026-04-28T00:43:46Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=392&amp;oldid=prev</id>
		<title>Zeno Gantner at 13:46, 6 June 2011</title>
		<link rel="alternate" type="text/html" href="https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=392&amp;oldid=prev"/>
		<updated>2011-06-06T13:46:42Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 13:46, 6 June 2011&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;recsys &lt;/del&gt;measures such as accuracy and precision, in live experiments several other '''objective evaluation measures''' can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can combine objective and [[subjective evaluation measures]]. In [[quantitative user experiments or field trials]], this entails correlating the objective and subjective measures. In [[qualitative user-studies]] (specifically observational studies), this entails asking the user to think aloud while performing tasks/work.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;recommender system [[&lt;/ins&gt;measures&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;]] &lt;/ins&gt;such as &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[&lt;/ins&gt;accuracy&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;]] &lt;/ins&gt;and &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[&lt;/ins&gt;precision&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;]]&lt;/ins&gt;, in live experiments several other '''objective evaluation measures''' can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[&lt;/ins&gt;clicks&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;]]&lt;/ins&gt;, item views, and &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[&lt;/ins&gt;purchases&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;]]&lt;/ins&gt;. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can combine objective and [[subjective evaluation measures]]. In [[quantitative user experiments or field trials]], this entails correlating the objective and subjective measures. In [[qualitative user-studies]] (specifically observational studies), this entails asking the user to think aloud while performing tasks/work.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation measure]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation measure]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:User-centric evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:User-centric evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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&lt;/table&gt;</summary>
		<author><name>Zeno Gantner</name></author>
		
	</entry>
	<entry>
		<id>https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=297&amp;oldid=prev</id>
		<title>Usabart at 02:46, 1 March 2011</title>
		<link rel="alternate" type="text/html" href="https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=297&amp;oldid=prev"/>
		<updated>2011-03-01T02:46:00Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 02:46, 1 March 2011&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l3&quot; &gt;Line 3:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 3:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation measure]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation measure]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt; &lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:User-centric evaluation]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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&lt;/table&gt;</summary>
		<author><name>Usabart</name></author>
		
	</entry>
	<entry>
		<id>https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=208&amp;oldid=prev</id>
		<title>92.230.103.21 at 21:25, 21 February 2011</title>
		<link rel="alternate" type="text/html" href="https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=208&amp;oldid=prev"/>
		<updated>2011-02-21T21:25:40Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 21:25, 21 February 2011&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other '''objective evaluation measures''' can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can combine objective and [[subjective evaluation measures]]. In [[quantitative user experiments or field trials]], this entails correlating the objective and subjective measures. In [[qualitative user-studies]] (specifically observational studies), this entails asking the user to think aloud while performing tasks/work.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other '''objective evaluation measures''' can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can combine objective and [[subjective evaluation measures]]. In [[quantitative user experiments or field trials]], this entails correlating the objective and subjective measures. In [[qualitative user-studies]] (specifically observational studies), this entails asking the user to think aloud while performing tasks/work.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt; &lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt; &lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:Evaluation measure]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>92.230.103.21</name></author>
		
	</entry>
	<entry>
		<id>https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=207&amp;oldid=prev</id>
		<title>Usabart at 21:23, 21 February 2011</title>
		<link rel="alternate" type="text/html" href="https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=207&amp;oldid=prev"/>
		<updated>2011-02-21T21:23:47Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 21:23, 21 February 2011&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other '''objective evaluation measures''' can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;triangulate the &lt;/del&gt;objective &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;measure with &lt;/del&gt;[[subjective evaluation measures]].&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other '''objective evaluation measures''' can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;combine &lt;/ins&gt;objective &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;and &lt;/ins&gt;[[subjective evaluation measures]]&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;. In [[quantitative user experiments or field trials]], this entails correlating the objective and subjective measures. In [[qualitative user-studies]] (specifically observational studies), this entails asking the user to think aloud while performing tasks/work&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Evaluation]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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&lt;/table&gt;</summary>
		<author><name>Usabart</name></author>
		
	</entry>
	<entry>
		<id>https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=205&amp;oldid=prev</id>
		<title>Alan at 21:16, 21 February 2011</title>
		<link rel="alternate" type="text/html" href="https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=205&amp;oldid=prev"/>
		<updated>2011-02-21T21:16:27Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 21:16, 21 February 2011&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other objective evaluation measures can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can triangulate the objective measure with [[subjective evaluation measures]].&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;'''&lt;/ins&gt;objective evaluation measures&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;''' &lt;/ins&gt;can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can triangulate the objective measure with [[subjective evaluation measures]].&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt; &lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[Category:Evaluation]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

&lt;!-- diff cache key recsys_mw-mw_:diff::1.12:old-199:rev-205 --&gt;
&lt;/table&gt;</summary>
		<author><name>Alan</name></author>
		
	</entry>
	<entry>
		<id>https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=199&amp;oldid=prev</id>
		<title>Usabart: Created page with &quot;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other objective evaluation measures can be taken. These typically concern the u...&quot;</title>
		<link rel="alternate" type="text/html" href="https://recsyswiki.com/index.php?title=Objective_evaluation_measures&amp;diff=199&amp;oldid=prev"/>
		<updated>2011-02-21T21:13:12Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other objective evaluation measures can be taken. These typically concern the u...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;Aside from the typical recsys measures such as accuracy and precision, in live experiments several other objective evaluation measures can be taken. These typically concern the users' behavior with the system: number of log-ins, session length, clicks, item views, and purchases. Objective evaluations provide a ground truth for the effect of the system on its users. However, it is sometimes hard to interpret differences in user behavior. For example, if users of a video recommender system click on more clips to watch, does this mean that the user experience is better (more consumption) or worse (more browsing)? In this case, the number of clips watched from beginning to end would be a better measure. Better yet, one can triangulate the objective measure with [[subjective evaluation measures]].&lt;/div&gt;</summary>
		<author><name>Usabart</name></author>
		
	</entry>
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