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IOS Press Ebooks - How Much Knowledge Is in a Knowledge Base? Introducing Knowledge Measures (Preliminary Report)

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Introducing Knowledge Measures (Preliminary Report)</title> <meta name="DC.type" content="Text" /> <!--Publisher--> <meta name="citation_publisher" content="IOS Press" /> <!--Volume--> <meta name="citation_inbook_title" content="ECAI 2020" /> <!--Article--> <meta name="citation_firstpage" content="905" /> <meta name="citation_lastpage" content="912" /> <meta name="citation_title" content="How Much Knowledge Is in a Knowledge Base? Introducing Knowledge Measures (Preliminary Report)" /> <meta name="citation_author" content="Straccia, Umberto" /> <meta name="citation_publication_date" content="2020" /><!-- year only is allowed, full date possible--> <meta name="citation_online_date" content="2020/08/27" /> <meta name="citation_doi" content="10.3233/FAIA200182" /> <meta name="citation_pdf_url" content="https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA200182" /> <meta name="citation_abstract_html_url" content="https://ebooks.iospress.nl/doi/10.3233/FAIA200182" /> <meta name="citation_fulltext_html_url" content="https://ebooks.iospress.nl/doi/10.3233/FAIA200182" /> <meta name="citation_fulltext_world_readable" content=""> <link href="/Content/themes/iospress/css?v=XPnK8-1eJi79xAnj96qGIM248iqorL44CGZjTHyXSdY1" rel="stylesheet"/> <script src="https://ajax.aspnetcdn.com/ajax/jQuery/jquery-3.5.1.min.js"></script> <script src="/bundles/jqueryval?v=S0zjY_C9SrWh_jAKguTKrt0UAVoLX4jD0DmtC1N35rA1"></script> </head> <body class="iospress"> <!-- HEADER --> <div id="header"> <div id="default_header"> <div id="logo"><img alt="IOS Press Ebooks" src="/Content/themes/iospress/images/ioslogo.png" /></div> <div id="divider"></div> <div id="title">IOS Press Ebooks</div> <div style="position:relative; float: right; width: 300px;"> <div id="minibasket"> <div id="minibasket_icon"><a href="/Cart"><img alt="cart" src="/Content/themes/iospress/images/ico-cart.gif" /></a></div> <div id="minibasket_count"><a href="/Cart">Your cart is empty</a></div> </div> <!-- NOT LOGGED IN --> <div id="header_accountbox" class="loggedout"> <div class="accountbox_welcome">Guest Access</div> <div id="header_accountbox_qmark">?</div> <div class="accountbox_actions"> <a data-dialog-title="Registration" href="/Account/Register" id="registerLink">Register</a> | <a data-dialog-title="Identification" href="/Account/Login?returnUrl=%2Fvolumearticle%2F54977" id="loginLink">Log in</a> </div> <div id="header_accountbox_infobox"> <div id="header_accountbox_infobox_arrow"></div> <div id="header_accountbox_infobox_content"> As a guest user you are not logged in or recognized by your IP address. 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Introducing Knowledge Measures (Preliminary Report)</div> <label>Authors</label> <div class="value authors">Umberto Straccia</div> <label>Pages</label> <div class="value pages">905 - 912</div> <label>DOI</label> <div class="value doi">10.3233/FAIA200182</div> <label>Category</label> <div class="value category">Research Article</div> <label>Series</label> <div class="value book"><a href="/bookseries/frontiers-in-artificial-intelligence-and-applications">Frontiers in Artificial Intelligence and Applications</a></div> <label>Ebook</label> <div class="value book"><a href="/volume/ecai-2020-24th-european-conference-on-artificial-intelligence">Volume 325: ECAI 2020</a></div> <div class="abstract"> <b>Abstract</b><br /> <section> <p>In this work we address the following question: can we measure how much knowledge a knowledge base represents?</p> <p>We answer to this question (i) by describing properties (axioms) that a knowledge measure we believe should have in measuring the amount of knowledge of a knowledge base (kb); and (ii) provide a concrete example of such a measure, based on the notion of entropy.</p> <p>We also introduce related kb notions such as (i) accuracy; (ii) conciseness; and (iii) Pareto optimality. Informally, they address the following questions: (i) how precise is a kb in describing the actual world? (ii) how succinct is a kb w.r.t. the knowledge it represents? and (iii) can we increase accuracy without decreasing conciseness, or vice-versa?</p> </section> </div> </div> <div class="actions"> <form action="/Download/Pdf" id="downloadform54977" method="post"> <input type="hidden" name="id" value="54977" /> <div id='downloadlink54977' class="button getpdf">Download </div> </form> <script type="text/javascript"> $(function () { $('div#downloadlink54977').click(function () { $('form#downloadform54977').submit(); }); }); </script> <div class="button openaccesslicense"> <a rel="license" target="_blank" title="This work is licensed under a Creative Commons License" href="https://creativecommons.org/licenses/by-nc/4.0/deed.en_US"> <img alt="Creative Commons License" style="border-width: 0" src="https://i.creativecommons.org/l/by-nc/4.0/80x15.png" /></a></div> </div> </div> </div> </div> </div> <div id="footer" class="clearfix"> <script type="text/javascript"> $(document).ready(function () { $('[id^="tip_"]').mouseenter(function () { $(this).stop(true); 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