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		<title>A Prolog view of the Semantic Web (101)</title>
		<link>http://ontologies.wordpress.com/2009/02/22/a-prolog-view-of-the-semantic-web/</link>
		<comments>http://ontologies.wordpress.com/2009/02/22/a-prolog-view-of-the-semantic-web/#comments</comments>
		<pubDate>Sun, 22 Feb 2009 12:45:21 +0000</pubDate>
		<dc:creator>Omadeon</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[Natural language]]></category>
		<category><![CDATA[NLP]]></category>
		<category><![CDATA[Prolog]]></category>
		<category><![CDATA[Semantic]]></category>
		<category><![CDATA[Semantic Web]]></category>
		<category><![CDATA[SWI-Prolog]]></category>
		<category><![CDATA[Wikipedia]]></category>

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		<description><![CDATA[One of my favourite blogs about the Semantic Web is &#8220;dbtune&#8220;. It is the blog of Yves Raimond, a very talented Semantic Web / Prolog programmer (and PhD student) who has created (among other goodies) an Ontology of music and musicians, as his PhD Thesis. His personal site is &#8220;http://moustaki.org&#8220;, which made me wonder if [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=ontologies.wordpress.com&amp;blog=2444756&amp;post=3&amp;subd=ontologies&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<div class="zemanta-img" style="display:block;margin:1em;">
<div>
<dl class="wp-caption alignright">
<dt class="wp-caption-dt"><a href="http://en.wikipedia.org/wiki/Image:Prolog_programming_technique_hierarchy.png"><img title="A partial hierarchy of Prolog programming tech..." src="http://upload.wikimedia.org/wikipedia/en/thumb/3/31/Prolog_programming_technique_hierarchy.png/202px-Prolog_programming_technique_hierarchy.png" alt="A partial hierarchy of Prolog programming tech..." width="202" height="70" /></a></dt>
</dl>
</div>
</div>
<p style="text-align:justify;">One of my <strong>favourite blogs</strong> about the <strong><a class="zem_slink" title="Semantic Web" rel="wikipedia" href="http://en.wikipedia.org/wiki/Semantic_Web">Semantic Web</a></strong> is <strong>&#8220;<a href="http://blog.dbtune.org/">dbtune</a>&#8220;. It is the blog of <a href="http://moustaki.org/">Yves Raimond</a>,</strong> <strong>a very talented Semantic Web / Prolog programmer (and PhD student) who has created (among other goodies) an <em><a href="http://blog.dbtune.org/tag/music%20ontology"><span style="color:#ff0000;">Ontology of music and musicians</span>, as his PhD Thesis</a>. His personal site is &#8220;<a href="http://moustaki.org/">http://moustaki.org</a>&#8220;, which made me wonder if he is related to the&#8230; Greek musician Georges Moustaki &#8211; who lives in France (probably <span style="color:#ff0000;">not</span>).</em><br />
</strong></p>
<p style="text-align:justify;">Well, since I consider myself a<strong> <a class="zem_slink" title="Prolog" rel="wikipedia" href="http://en.wikipedia.org/wiki/Prolog">Prolog</a></strong> veteran but (<em>more-or-less</em>) a <strong>novice</strong> in the <strong>Semantic Web</strong>, I couldn&#8217;t help admiring the<strong> simplicity</strong> of the following piece of <strong>code </strong> in <strong><a href="http://blog.dbtune.org/">dbtune</a></strong>&#8216;s post <em><strong>&#8220;<a href="http://blog.dbtune.org/post/2007/12/12/HENRY%3A-A-small-N3-parser/reasoner-for-SWI-Prolog">Henry A small N3 parser/reasoner for SWI-Prolog</a>&#8220;</strong>, back in 2007:</em></p>
<blockquote>
<pre>rdf(<strong><span style="color:#008000;">C</span></strong>,'http://example.org/<span style="color:#000000;"><strong>uncle</strong></span>',<span style="color:#ff0000;"><strong>U</strong></span>):-
    rdf(<strong><span style="color:#008000;">C</span></strong>,'http://example.org/<span style="color:#000000;"><strong>parent</strong></span>',<strong><span style="color:#0000ff;">F</span></strong>),
    rdf(<strong><span style="color:#0000ff;">F</span></strong>,'http://example.org/<span style="color:#000000;"><strong>brother</strong></span><span style="color:#000000;">'</span>,<span style="color:#ff0000;"><strong>U</strong></span>).</pre>
</blockquote>
<p>In more typical <strong>Prolog</strong> fashion, this is<strong> the same as:</strong></p>
<blockquote>
<pre><span style="color:#000000;"><strong>uncle</strong></span>(<strong><span style="color:#ff0000;"><span style="color:#008000;">C<span style="color:#000000;">,</span></span></span></strong><strong><span style="color:#ff0000;">U</span></strong><strong></strong>):- <span style="color:#000000;"><strong>parent</strong></span>(<strong><span style="color:#008000;"><span style="color:#008000;">C</span>,</span><span style="color:#0000ff;">F</span></strong>), <span style="color:#000000;"><strong>brother</strong></span>(<strong><span style="color:#0000ff;">F</span></strong>,<strong><span style="color:#ff0000;">U</span></strong>).</pre>
</blockquote>
<p>In other words (i.e. in <strong><a class="zem_slink" title="Natural language" rel="wikipedia" href="http://en.wikipedia.org/wiki/Natural_language">natural language</a></strong>):</p>
<blockquote>
<pre><span style="color:#ff0000;"><strong></strong></span><strong><span style="color:#008000;">Someone(C)</span> </strong>has an<strong> <span style="color:#ff0000;">uncle(U)</span></strong><strong> if:</strong>
    <span style="color:#008000;"><strong>He(C</strong>)</span><span style="color:#000000;"> </span>has a<strong> <span style="color:#0000ff;">parent</span></strong><span style="color:#0000ff;">(<strong>F</strong>)</span>,
    <span style="color:#0000ff;"><strong>who(F)</strong></span> is a <strong>brother </strong>of <strong><span style="color:#ff0000;">this </span><span style="color:#ff0000;">uncle</span></strong>(<span style="color:#ff0000;"><strong>U</strong></span>).</pre>
</blockquote>
<p style="text-align:justify;">Now,  suppose that instead of a <strong>binary relation</strong> (uncle/2) we wanted to check out the <strong>unary</strong> relation, of <em><strong>whether or not someone (U) &#8220;is an uncle&#8221;. </strong></em>In <strong>Prolog</strong>, this might be<strong>:</strong></p>
<blockquote>
<pre><span style="color:#000000;"><strong>is_uncle</strong></span>(<strong><span style="color:#ff0000;">U</span></strong>):- <span style="color:#000000;"><strong>parent_of</strong></span>(<strong><span style="color:#008000;">C,</span><span style="color:#0000ff;">F</span></strong>),<span style="color:#000000;"><strong> brother</strong></span><strong>_of</strong>(<strong><span style="color:#0000ff;">F</span></strong>,<strong><span style="color:#ff0000;">U</span></strong>).</pre>
</blockquote>
<p>In other words (i.e. in <strong><a class="zem_slink" title="Natural language" rel="wikipedia" href="http://en.wikipedia.org/wiki/Natural_language">natural language</a></strong>):</p>
<blockquote>
<pre><span style="color:#ff0000;"><strong>someone</strong>(<strong>U</strong>)</span> <strong>is</strong> an <strong>"uncle"</strong>,<strong> if:</strong>
    there exists <span style="color:#008000;"><strong>someone(C</strong>)</span> whose<strong> <span style="color:#0000ff;">parent</span></strong><span style="color:#0000ff;">(<strong>F</strong>)
    ...</span>is a <strong>brother </strong>of <strong><span style="color:#ff0000;">this </span><span style="color:#ff0000;">guy</span></strong>(<span style="color:#ff0000;"><strong>U</strong></span>).</pre>
</blockquote>
<p style="text-align:justify;"><strong>Unfortunately</strong>, the above<strong> modified code</strong>, will probably&#8230;<span style="color:#ff0000;"> </span><strong><span style="color:#ff0000;">run forever</span>! </strong>To undestand <strong>why </strong>this is so, you <strong>don&#8217;t have to</strong> be<strong> </strong>a <strong>Prolog programmer</strong>, or even a<strong> </strong>programmer in general:</p>
<ul style="text-align:justify;">
<li>Bear in mind that <strong>Prolog </strong>programs <strong>are executed <em>sequentially</em></strong><em>,</em> just like <em><strong>every other </strong>piece of code,</em> <em>despite their <strong>&#8220;logical&#8221; <a class="zem_slink" title="Semantics" rel="wikipedia" href="http://en.wikipedia.org/wiki/Semantics">semantics</a>. </strong></em>So, <strong>any </strong>program that searches <strong>first</strong> an <strong>entire database</strong> to retrieve <strong>all</strong> possible parents of <strong>everyone</strong> (in the database) <strong>before </strong>actually <strong>using</strong> the <strong>specific fact</strong> you&#8217;ve <strong>already</strong> supplied to it (the person<strong> U</strong>) is likely to take <strong>much longer </strong>to respond, than <strong>another </strong>program making <strong>immediate use </strong>of the <strong>specific fact (U)</strong> supplied to it, <strong>before</strong> combining this fact with <strong>more general information</strong> (like checking out the parents of a <strong>smaller number </strong>of individuals, the <strong>brothers of U)</strong>.</li>
</ul>
<p>So, the <strong>necessary </strong>optimisation<strong> </strong>here is to <span style="color:#ff0000;"><strong>reverse the order</strong> <span style="color:#000000;">of the <strong>two calls</strong> (</span></span><strong>&#8216;</strong><strong>parent_of&#8217; </strong>and<strong> </strong><strong>&#8216;has_brother&#8217;)</strong> in order to <strong>check out <span style="color:#ff0000;">first</span> </strong>if <strong><span style="color:#ff0000;">U</span></strong> has a <span style="color:#800000;"><strong>brother</strong></span> (<strong><span style="color:#0000ff;">F</span></strong>), and<strong> then </strong>check if this brother (<span style="color:#0000ff;"><strong>F</strong></span>) <strong>is also</strong> a <strong>parent</strong> (of <em><strong>anyone</strong></em> else, <strong>C</strong>):</p>
<blockquote>
<pre>is_uncle(<span style="color:#ff0000;"><strong>U</strong></span>):-
   brother_of(<span style="color:#0000ff;"><strong>F</strong></span>,<strong><span style="color:#ff0000;">U</span></strong>),
   parent_of(_,<strong><span style="color:#0000ff;">F</span></strong>).</pre>
</blockquote>
<p style="text-align:justify;">In other words, someone (<span style="color:#ff0000;"><strong>U</strong></span>) <strong>is</strong> an <strong>&#8220;uncle&#8221;</strong>,<strong> if </strong>one has a <span style="color:#0000ff;"><strong>brother(F)</strong></span><span style="color:#0000ff;"><strong>, who</strong>(</span><strong><span style="color:#0000ff;">F</span></strong>) <em><strong>also</strong></em> happens to be a <strong>parent of</strong> someone <span style="color:#008000;"><strong>else (</strong></span><strong><span style="color:#008000;">_)</span>.</strong></p>
<p style="text-align:justify;">Which brings me&#8230; to the<strong> realisation</strong> that <span style="color:#ff0000;"><strong>this</strong><span style="color:#000000;"> may </span><strong>not</strong><span style="color:#000000;"> be</span> <strong>so obvious</strong></span>, to a <strong>lot of people</strong> who <strong>aren&#8217;t acquainted</strong> with <strong>Prolog</strong> and simple <span style="color:#000000;">optimisations</span> like this. E.g. suppose you are a programmer and you write a program to access e.g. <a href="http://wwww.dbpedia.org"><em><strong>dbpedia</strong></em></a> (the download-able <strong>Semantic version</strong> of <strong><a class="zem_slink" title="Wikipedia" rel="homepage" href="http://www.wikipedia.org">Wikipedia</a></strong>); a program <strong>much more complicated</strong> than the previous <strong>3-line code</strong>, operating on a <strong>database of <span style="color:#ff0000;">millions</span></strong> (or even <span style="color:#ff0000;"><strong>billions</strong></span>) of <strong>&#8220;triples&#8221; </strong><em>(relations of the form <strong>object-predicate-subject</strong>).</em></p>
<ul>
<li>
<h3 style="text-align:justify;">In this case, <span style="color:#ff0000;">chances are<strong> high</strong> that you&#8217;ll make <strong>mistakes, </strong>like the one mentioned. <span style="color:#000000;">As a result</span></span><span style="color:#000000;">, </span>you <strong>shouldn&#8217;t</strong> feel surprised if <strong><em>your program runs (almost)<span style="color:#ff0000;"> forever,</span> while&#8230;<span style="color:#ff0000;"> </span><span style="color:#ff0000;">&#8220;impatient customers&#8221;</span></em><span style="color:#000000;"><em> will start </em></span></strong><strong><em><span style="color:#ff0000;">blaming <span style="color:#000000;">the&#8230;</span> Semantic Web&#8217;s &#8220;innate inefficiency&#8221;</span>! <img src='http://s0.wp.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </em></strong></h3>
</li>
</ul>
<p class="zemanta-related-title" style="font-size:1em;text-align:justify;"><span style="color:#000000;">(Nevertheless, thank&#8230; Goddess- that there exist programs <span style="color:#ff0000;"><strong>automatically </strong><strong>optimising</strong></span> such programs; however, <span style="color:#ff0000;"><strong>not</strong></span> always useful, eg. if your code is cryptic or too complicated).</span></p>
<h3 class="zemanta-related-title" style="font-size:1em;text-align:justify;">If you wish to <span style="color:#ff0000;"><strong>experiment <span style="color:#000000;">with Prolog and the Semantic Web,</span></strong></span><span style="color:#000000;"> </span>a list of <span style="color:#ff0000;">download suggestions</span> follow. Amazingly enough, you can now <em>download</em><span style="color:#ff0000;"><em><span style="color:#000000;"> machine-readable</span><span style="color:#000000;"><span style="color:#000000;"> </span><span style="color:#ff0000;">Semantic</span> editions of </span>Wikipedia <span style="color:#000000;">(in its </span>entirety<span style="color:#000000;">)</span></em></span>:</h3>
<h4><strong>1)<span style="color:#ff0000;"> SWI-Prolog</span></strong><span style="color:#ff0000;"> </span>(open source<strong> Prolog compiler</strong> for WinXP/Vista/Linux):</h4>
<ul>
<li><a href="http://www.swi-prolog.org/download/stable"><strong>http://www.swi-prolog.org/download/stable</strong></a></li>
<li><strong><a href="http://www.swi-prolog.org/pldoc/package/semweb.html">SWI-Prolog Semantic Web library documentation</a><br />
</strong></li>
</ul>
<h4><strong>2) All</strong> the<strong> SWI-Prolog <span style="color:#ff0000;">code</span></strong><span style="color:#ff0000;"> in <strong>dbtune&#8217;s</strong> blog</span>:</h4>
<ul>
<li><a href="http://blog.dbtune.org/tag/swi-prolog">http://blog.dbtune.org/tag/swi-prolog</a></li>
</ul>
<h4><strong>3) The<span style="color:#ff0000;"> </span></strong><span style="color:#ff0000;"><a href="http://smartweb.dfki.de/ontology_en.html"><strong>SmartWeb Integrated Ontology</strong></a></span> (only <strong>1 Mb</strong>)</h4>
<h4><strong>4) The <span style="color:#ff0000;">YAGO ontology</span>:</strong></h4>
<ul>
<li>The YAGO ontology: <a href="http://www.mpi-inf.mpg.de/%7Esuchanek/downloads/yago/yago.zip">Download</a> (1Gb, version 2008-w40-2) <a href="http://www.mpi-inf.mpg.de/%7Esuchanek/downloads/yago/sample.txt" target="_blank">Preview</a><br />
The YAGO ontology is licensed under the <a href="http://www.gnu.org/copyleft/fdl.html" target="_blank">GNU Free Documentation License</a>.</li>
<li>YAGO in RDFS: <a href="http://www.mpi-inf.mpg.de/%7Esuchanek/downloads/yago/rdfs.zip">Download</a> (1Gb, version 2008-w40-2) <a href="http://www.mpi-inf.mpg.de/%7Esuchanek/downloads/yago/samplerdfs.txt" target="_blank">Preview</a><br />
The RDFS version of YAGO is licensed under the <a href="http://www.gnu.org/copyleft/fdl.html" target="_blank">GNU Free Documentation License</a>.</li>
<li>The subclassof hierarchy of YAGO in RDFS: <a href="http://www.mpi-inf.mpg.de/%7Esuchanek/downloads/yago/subclassof.zip">Download</a> (7Mb, version 2008-w40-2) <a href="http://www.mpi-inf.mpg.de/%7Esuchanek/downloads/yago/samplesco.txt" target="_blank">Preview</a><br />
The subclassof hierarchy of YAGO in RDFS is licensed under the <a href="http://www.gnu.org/copyleft/fdl.html" target="_blank">GNU Free Documentation License</a>.</li>
</ul>
<h4><strong>5)  <span style="color:#ff0000;">Freebase </span>downloads:</strong></h4>
<ul>
<li><strong><a href="http://download.freebase.com/">http://download.freebase.com</a></strong></li>
<li><strong>especially</strong> the <strong><a href="http://download.freebase.com/wex/">Freebase <span style="color:#ff0000;">Wikipedia Extraction</span></a></strong><abbr title="Freebase Wikipedia Extractor">;<em> a processed, <strong>machine-readable dump</strong> of the English language <strong>Wikipedia</strong>.</em></abbr></li>
</ul>
<h4>6)<strong> <span style="color:#ff0000;">dbpedia</span></strong> (the<span style="color:#ff0000;"> <strong>Semantic</strong></span> version of <strong>Wikipedia</strong>):</h4>
<ul>
<li><a href="http://wiki.dbpedia.org/Downloads32"><strong>http://wiki.dbpedia.org/Downloads32</strong></a></li>
</ul>
<h3><span style="color:#ff0000;">Recommended</span> (English)<span style="color:#000000;"> </span><span style="color:#ff0000;"><span style="color:#000000;">DbPedia </span><em>Core Datasets</em></span><em> </em><em>for easier access:</em></h3>
<table class="dtable" border="0">
<tbody>
<tr>
<td style="vertical-align:top;"></td>
<td style="vertical-align:top;"></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="otitles" href="http://wiki.dbpedia.org/Downloads32#titles">Titles</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.7M; Filesize(download): 28.6MB; Filesize(unpacked): 316.3MB" href="http://downloads.dbpedia.org/3.2/en/articles_label_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 2.7M; Filesize(download): 28.4MB; Filesize(unpacked): 219.5MB" href="http://downloads.dbpedia.org/3.2/en/articles_label_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oshortabstracts" href="http://wiki.dbpedia.org/Downloads32#shortabstracts">Short Abstracts</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.5M; Filesize(download): 170.3MB; Filesize(unpacked): 797.3MB" href="http://downloads.dbpedia.org/3.2/en/shortabstract_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 2.5M; Filesize(download): 168.9MB; Filesize(unpacked): 703.5MB" href="http://downloads.dbpedia.org/3.2/en/shortabstract_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oextendedabstracts" href="http://wiki.dbpedia.org/Downloads32#extendedabstracts">Extended Abstracts</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.5M; Filesize(download): 443.3MB; Filesize(unpacked): 1.6GB" href="http://downloads.dbpedia.org/3.2/en/longabstract_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 2.5M; Filesize(download): 439.7MB; Filesize(unpacked): 1.5GB" href="http://downloads.dbpedia.org/3.2/en/longabstract_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oimages" href="http://wiki.dbpedia.org/Downloads32#images">Images</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.3M; Filesize(download): 21.1MB; Filesize(unpacked): 406.9MB" href="http://downloads.dbpedia.org/3.2/en/image_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 2.3M; Filesize(download): 21MB; Filesize(unpacked): 362.8MB" href="http://downloads.dbpedia.org/3.2/en/image_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstowikipediaarticle" href="http://wiki.dbpedia.org/Downloads32#linkstowikipediaarticle">Links to Wikipedia Article</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.7M; Filesize(download): 24.4MB; Filesize(unpacked): 354.3MB" href="http://downloads.dbpedia.org/3.2/en/wikipage_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 2.7M; Filesize(download): 24.3MB; Filesize(unpacked): 266.1MB" href="http://downloads.dbpedia.org/3.2/en/wikipage_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oarticlescategories" href="http://wiki.dbpedia.org/Downloads32#articlescategories">Articles Categories</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 7.3M; Filesize(download): 59.1MB; Filesize(unpacked): 1.1GB" href="http://downloads.dbpedia.org/3.2/en/articlecategories_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 7.3M; Filesize(download): 56.7MB; Filesize(unpacked): 685.2MB" href="http://downloads.dbpedia.org/3.2/en/articlecategories_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oexternallinks" href="http://wiki.dbpedia.org/Downloads32#externallinks">External Links</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 3.2M; Filesize(download): 58.5MB; Filesize(unpacked): 438.5MB" href="http://downloads.dbpedia.org/3.2/en/externallinks_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 3.2M; Filesize(download): 56.9MB; Filesize(unpacked): 251.8MB" href="http://downloads.dbpedia.org/3.2/en/externallinks_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oinfoboxes" href="http://wiki.dbpedia.org/Downloads32#infoboxes">Ontology Infoboxes</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 7.3M; Filesize(download): 59.1MB; Filesize(unpacked): 1.1GB" href="http://downloads.dbpedia.org/3.2/en/infobox-mappingbased-loose.nt.bz2">nt</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oinfoboxes" href="http://wiki.dbpedia.org/Downloads32#infoboxes">Ontology Types</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 7.3M; Filesize(download): 59.1MB; Filesize(unpacked): 1.1GB" href="http://downloads.dbpedia.org/3.2/en/types-mappingbased.nt.bz2">nt</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oinfoboxes" href="http://wiki.dbpedia.org/Downloads32#infoboxes">DBpedia Ontology </a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 7.3M; Filesize(download): 59.1MB; Filesize(unpacked): 1.1GB" href="http://downloads.dbpedia.org/3.2/en/dbpedia-ontology.owl">owl</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oinfoboxes" href="http://wiki.dbpedia.org/Downloads32#infoboxes">Wikipedia Infoboxes</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 29.3M; Filesize(download): 211.1MB; Filesize(unpacked): 3.8GB" href="http://downloads.dbpedia.org/3.2/en/infobox_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 29.3M; Filesize(download): 196.3MB; Filesize(unpacked): 1.5GB" href="http://downloads.dbpedia.org/3.2/en/infobox_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oproperties" href="http://wiki.dbpedia.org/Downloads32#properties">Properties</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 78.6K; Filesize(download): 470.8KB; Filesize(unpacked): 10.1MB" href="http://downloads.dbpedia.org/3.2/en/infoboxproperties_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 78.6K; Filesize(download): 465.5KB; Filesize(unpacked): 9.6MB" href="http://downloads.dbpedia.org/3.2/en/infoboxproperties_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="ohomepages" href="http://wiki.dbpedia.org/Downloads32#homepages">Homepages</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 290.1K; Filesize(download): 4.2MB; Filesize(unpacked): 34.1MB" href="http://downloads.dbpedia.org/3.2/en/homepage_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 290.1K; Filesize(download): 4.1MB; Filesize(unpacked): 24.7MB" href="http://downloads.dbpedia.org/3.2/en/homepage_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="ogeographiccoordinates" href="http://wiki.dbpedia.org/Downloads32#geographiccoordinates">Geographic Coordinates</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 1.1M; Filesize(download): 7.4MB; Filesize(unpacked): 145.1MB" href="http://downloads.dbpedia.org/3.2/en/geo_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 1.1M; Filesize(download): 6.9MB; Filesize(unpacked): 86.4MB" href="http://downloads.dbpedia.org/3.2/en/geo_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="opagelinks" href="http://wiki.dbpedia.org/Downloads32#pagelinks">Pagelinks</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 68.5M; Filesize(download): 454.4MB; Filesize(unpacked): 8.9GB" href="http://downloads.dbpedia.org/3.2/en/pagelinks_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 68.5M; Filesize(download): 433.6MB; Filesize(unpacked): 3.2GB" href="http://downloads.dbpedia.org/3.2/en/pagelinks_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="opersondata" href="http://wiki.dbpedia.org/Downloads32#persondata">Persondata</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 71.9K; Filesize(download): 426.3KB; Filesize(unpacked): 7.5MB" href="http://downloads.dbpedia.org/3.2/en/persondata_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 71.9K; Filesize(download): 426.3KB; Filesize(unpacked): 5MB" href="http://downloads.dbpedia.org/3.2/en/persondata_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oredirects" href="http://wiki.dbpedia.org/Downloads32#redirects">Redirects</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.9M; Filesize(download): 30.3MB; Filesize(unpacked): 402.3MB" href="http://downloads.dbpedia.org/3.2/en/redirect_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 2.9M; Filesize(download): 29.5MB; Filesize(unpacked): 149.9MB" href="http://downloads.dbpedia.org/3.2/en/redirect_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="odisambiguationlinks" href="http://wiki.dbpedia.org/Downloads32#disambiguationlinks">Disambiguation Links</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 204.6K; Filesize(download): 1.8MB; Filesize(unpacked): 27.6MB" href="http://downloads.dbpedia.org/3.2/en/disambiguation_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 204.6K; Filesize(download): 1.7MB; Filesize(unpacked): 10.1MB" href="http://downloads.dbpedia.org/3.2/en/disambiguation_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="owordnetclasses" href="http://wiki.dbpedia.org/Downloads32#wordnetclasses">WordNet Classes</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 467.1K; Filesize(download): 3.1MB; Filesize(unpacked): 73.1MB" href="http://downloads.dbpedia.org/3.2/links/wordnetlink_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 467.1K; Filesize(download): 3MB; Filesize(unpacked): 45.5MB" href="http://downloads.dbpedia.org/3.2/links/wordnetlink_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="ocategories(labels)" href="http://wiki.dbpedia.org/Downloads32#categories%28labels%29">Categories (Labels</a>)</td>
<td class="usercell"><!--notypo--> <a title="Triples: 389.3K; Filesize(download): 3.5MB; Filesize(unpacked): 53.4MB" href="http://downloads.dbpedia.org/3.2/en/categories_label_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 389.3K; Filesize(download): 3.5MB; Filesize(unpacked): 39.7MB" href="http://downloads.dbpedia.org/3.2/en/categories_label_en.csv.bz2">csv</a> <!--/notypo--></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="ocategories(skos)" href="http://wiki.dbpedia.org/Downloads32#categories%28skos%29">Categories (Skos</a>)</td>
<td class="usercell"><!--notypo--> <a title="Triples: 1.5M; Filesize(download): 9MB; Filesize(unpacked): 239.6MB" href="http://downloads.dbpedia.org/3.2/en/skoscategories_en.nt.bz2">nt</a> <!--/notypo--><!--notypo--> <a title="Triples: 1.5M; Filesize(download): 8.9MB; Filesize(unpacked): 169.8MB" href="http://downloads.dbpedia.org/3.2/en/skoscategories_en.csv.bz2">csv</a></td>
</tr>
</tbody>
</table>
<h3><span style="color:#ff0000;">Extended dbpedia Datasets</span>:</h3>
<table class="dtable" border="0">
<tbody>
<tr class="userrow">
<td class="usercell"><strong>Dataset</strong></td>
<td class="usercell"><strong>en</strong></td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstogeonames" href="http://wiki.dbpedia.org/Downloads32#linkstogeonames">Links to Geonames</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 86.5K; Filesize(download): 780.3KB; Filesize(unpacked): 10.1MB" href="http://downloads.dbpedia.org/3.2/links/links_geonames_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstordfbookmashup" href="http://wiki.dbpedia.org/Downloads32#linkstordfbookmashup">Links to RDF Bookmashup</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 9.1K; Filesize(download): 71.7KB; Filesize(unpacked): 1.3MB" href="http://downloads.dbpedia.org/3.2/links/links_bookmashup_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstodblp" href="http://wiki.dbpedia.org/Downloads32#linkstodblp">Links to DBLP</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 196; Filesize(download): 2.4KB; Filesize(unpacked): 28.4KB" href="http://downloads.dbpedia.org/3.2/links/links_dblp_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstoeurostat" href="http://wiki.dbpedia.org/Downloads32#linkstoeurostat">Links to Eurostat</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 137; Filesize(download): 1.6KB; Filesize(unpacked): 20.4KB" href="http://downloads.dbpedia.org/3.2/links/links_eurostat_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstociafactbook" href="http://wiki.dbpedia.org/Downloads32#linkstociafactbook">Links to CIA Factbook</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 233; Filesize(download): 2.3KB; Filesize(unpacked): 32.9KB" href="http://downloads.dbpedia.org/3.2/links/links_factbook_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstoprojectgutenberg" href="http://wiki.dbpedia.org/Downloads32#linkstoprojectgutenberg">Links to Project Gutenberg</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.5K; Filesize(download): 39.2KB; Filesize(unpacked): 440.4KB" href="http://downloads.dbpedia.org/3.2/links/links_gutenberg_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstomusicbrainz" href="http://wiki.dbpedia.org/Downloads32#linkstomusicbrainz">Links to Musicbrainz</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 23K; Filesize(download): 599.2KB; Filesize(unpacked): 3.5MB" href="http://downloads.dbpedia.org/3.2/links/links_musicbrainz_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstorevyu" href="http://wiki.dbpedia.org/Downloads32#linkstorevyu">Links to Revyu</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 10; Filesize(download): 448Bytes; Filesize(unpacked): 1KB" href="http://downloads.dbpedia.org/3.2/links/links_revyu_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstouscensus" href="http://wiki.dbpedia.org/Downloads32#linkstouscensus">Links to US Census</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 12.6K; Filesize(download): 148.6KB; Filesize(unpacked): 2.2MB" href="http://downloads.dbpedia.org/3.2/links/links_uscensus_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstoflickrwrappr" href="http://wiki.dbpedia.org/Downloads32#linkstoflickrwrappr">Links to flickr wrappr</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 2.3M; Filesize(download): 20.8MB; Filesize(unpacked): 384.6MB" href="http://downloads.dbpedia.org/3.2/links/flickr_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstowikicompany" href="http://wiki.dbpedia.org/Downloads32#linkstowikicompany">Links to WikiCompany</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 8.3K; Filesize(download): 80.7KB; Filesize(unpacked): 1.3MB" href="http://downloads.dbpedia.org/3.2/links/wikicompany_links_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstocyc" href="http://wiki.dbpedia.org/Downloads32#linkstocyc">Links to Cyc</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 45.3K; Filesize(download): 473.8KB; Filesize(unpacked): 5.8MB" href="http://downloads.dbpedia.org/3.2/links/dbpedia2cyc.zip">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="olinkstofreebase" href="http://wiki.dbpedia.org/Downloads32#linkstofreebase">Links to Freebase</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 4.6M; Filesize(download): 45.8MB; Filesize(unpacked): 671.8MB" href="http://downloads.dbpedia.org/3.2/links/freebaselinks.zip">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oyagoclasses" href="http://wiki.dbpedia.org/Downloads32#yagoclasses">YAGO Classes</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 4.6M; Filesize(download): 45.8MB; Filesize(unpacked): 671.8MB" href="http://downloads.dbpedia.org/3.2/en/yago_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
<tr class="userrow">
<td class="usercell"><a name="oyagolinks" href="http://wiki.dbpedia.org/Downloads32#yagolinks">YAGO Links</a></td>
<td class="usercell"><!--notypo--> <a title="Triples: 1.9M; Filesize(download): 21.9MB; Filesize(unpacked): 261.5MB" href="http://downloads.dbpedia.org/3.2/en/yagolink_en.nt.bz2">nt</a> <!--/notypo-->-</td>
</tr>
</tbody>
</table>
<p><strong>7) <span style="color:#ff0000;">Other</span></strong><span style="color:#ff0000;"> </span><strong><span style="color:#ff0000;">Downloads</span>,<em> suggested</em></strong><em> in <strong>my bookmarks&#8217; collection:</strong></em></p>
<ul>
<li><a href="http://delicious.com/omadeon/SemanticWeb"><strong>http://delicious.com/omadeon/SemanticWeb</strong></a></li>
</ul>
<ul>
<li>
<h6 class="zemanta-related-title" style="font-size:1em;"><span style="color:#ff0000;"><em><span style="color:#000000;">[...] (</span>more links<span style="color:#000000;"> may be added here, as </span>updates<span style="color:#000000;">)</span></em></span></h6>
</li>
</ul>
<h6 class="zemanta-related-title" style="font-size:1em;">Related articles by Zemanta</h6>
<ul class="zemanta-article-ul">
<li class="zemanta-article-ul-li"><a href="http://shareumentarian.wordpress.com/2009/01/05/8/">Zemanta: Collaborative Thought Through Borrowed Relevance</a> (shareumentarian.wordpress.com)</li>
<li class="zemanta-article-ul-li"><a href="http://ysearchblog.com/2008/12/16/an-interview-with-dr-rudi-studer-on-semantic-search-technologies/">An Interview with Dr. Rudi Studer on Semantic Search Technologies</a> (ysearchblog.com)</li>
<li class="zemanta-article-ul-li"><a href="http://www.mehmetalierturk.com/2008/12/17/semantic-web-web-30/">Semantic Web ~ Web 3.0</a> (mehmetalierturk.com)</li>
<li class="zemanta-article-ul-li"><a href="http://www.expertsystem.net/blog/?p=59">I Have a (Semantic) Dream</a> (expertsystem.net)</li>
<li class="zemanta-article-ul-li"><a href="http://yihongs-research.blogspot.com/2009/02/from-semantics-to-things-where-killer.html">From Semantics to Things, where the killer is</a> (yihongs-research.blogspot.com)</li>
<li class="zemanta-article-ul-li"><a href="http://blog.dbtune.org/post/2009/01/29/Prolog-message-queue">Prolog message queue</a> (dbtune.org)</li>
</ul>
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