Dataset Open Access

FAIRnets Dataset

Anna Nguyen; Tobias Weller; Michael Färber; York Sure-Vetter


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    <dct:title>FAIRnets Dataset</dct:title>
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    <dcat:keyword>Neural Network, FAIR, Ontology, Reusability</dcat:keyword>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2019-04-09</dct:issued>
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    <dct:description>&lt;p&gt;We present the&amp;nbsp;&lt;strong&gt;FAIRnets Knowledge Graph&lt;/strong&gt;, a large&amp;nbsp;&lt;strong&gt;RDF data set&lt;/strong&gt;&amp;nbsp;with information about&amp;nbsp;&lt;strong&gt;neural networks&lt;/strong&gt;. The data set is based on neural networks published on GitHub using Keras as framework. Furthermore, the data set is implemented in&amp;nbsp;&lt;strong&gt;FAIRnets Search&lt;/strong&gt;&amp;nbsp;(&lt;a href="https://km.aifb.kit.edu/services/fairnets/"&gt;https://km.aifb.kit.edu/services/fairnets/&lt;/a&gt;), an online search system by which users can explore and analyze neural networks.&lt;/p&gt; &lt;p&gt;More information can be found at&amp;nbsp;&lt;a href="https://km.aifb.kit.edu/services/fairnets/"&gt;https://km.aifb.kit.edu/services/fairnets/&lt;/a&gt;&amp;nbsp;and in the paper&amp;nbsp;&lt;strong&gt;Making Neural Networks FAIR&amp;nbsp;&lt;/strong&gt;(&lt;a href="https://arxiv.org/abs/1907.11569"&gt;https://arxiv.org/abs/1907.11569&lt;/a&gt;).&lt;/p&gt; &lt;p&gt;If you use the data set, please cite it as follows (see also in &lt;a href="https://dblp.uni-trier.de/search?q=making%20neural%20networks%20fair]"&gt;DBLP&lt;/a&gt;):&lt;/p&gt; &lt;blockquote&gt; &lt;p&gt;Nguyen, Anna, Tobias Weller, Michael F&amp;auml;rber&amp;nbsp;and York Sure-Vetter. &amp;ldquo;Making Neural Networks FAIR.&amp;rdquo; Knowledge Graphs and Semantic Web Second Iberoamerican Conference and First Indo-American Conference, KGSWC 2020, M&amp;eacute;rida, Mexico, November 26-27, 2020, Proceedings&lt;/p&gt; &lt;/blockquote&gt;</dct:description>
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