Jörg Preisendörfer<p>A package implementing <a href="https://mastodon.social/tags/AutoCal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AutoCal</span></a> was published on <a href="https://mastodon.social/tags/PyPI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyPI</span></a>:</p><p>🔗 <a href="https://pypi.org/project/matchain/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">pypi.org/project/matchain/</span><span class="invisible"></span></a></p><p>The source sits on <a href="https://mastodon.social/tags/GitHub" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GitHub</span></a> in a repository administered by the main author of the paper (who is not in the <a href="https://mastodon.social/tags/Fediverse" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Fediverse</span></a> so far):</p><p>🔗 <a href="https://github.com/ae3000/matchain" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/ae3000/matchain</span><span class="invisible"></span></a></p><p>Also, there's no implementation in <a href="https://mastodon.social/tags/CommonLisp" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>CommonLisp</span></a> so far. 😇 </p><p>4/4</p><p>🌺</p><p>🏷️ <a href="https://mastodon.social/tags/InstanceMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstanceMatching</span></a> <a href="https://mastodon.social/tags/RecordLinkage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RecordLinkage</span></a> <a href="https://mastodon.social/tags/OntologyMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OntologyMatching</span></a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ArtificialIntelligence</span></a> <a href="https://mastodon.social/tags/MatChain" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MatChain</span></a> <a href="https://mastodon.social/tags/WorldAvatar" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WorldAvatar</span></a> <a href="https://mastodon.social/tags/DigitalTwin" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DigitalTwin</span></a> <a href="https://mastodon.social/tags/WebSem" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WebSem</span></a> <a href="https://mastodon.social/tags/LinkedData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LinkedData</span></a> <a href="https://mastodon.social/tags/KnowledgeGraph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KnowledgeGraph</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://mastodon.social/tags/Lisp" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Lisp</span></a></p>
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#instancematching
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Jörg Preisendörfer<p>From the abstract:</p><p>›We also select an unsupervised state-of-the-art matcher from the field of <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> for a thorough comparison.</p><p>Our results show that neither <a href="https://mastodon.social/tags/AutoCal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AutoCal</span></a> nor the state-of-the-art matcher is superior regarding matching quality while AutoCal has only moderate hardware requirements and runs 2.7 to 60 times faster.‹</p><p>3/4</p><p>🌺</p><p>🏷️ <a href="https://mastodon.social/tags/InstanceMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstanceMatching</span></a> <a href="https://mastodon.social/tags/RecordLinkage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RecordLinkage</span></a> <a href="https://mastodon.social/tags/OntologyMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OntologyMatching</span></a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ArtificialIntelligence</span></a> <a href="https://mastodon.social/tags/MatChain" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MatChain</span></a> <a href="https://mastodon.social/tags/PyPI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyPI</span></a> <a href="https://mastodon.social/tags/WorldAvatar" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WorldAvatar</span></a> <a href="https://mastodon.social/tags/DigitalTwin" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DigitalTwin</span></a> <a href="https://mastodon.social/tags/WebSem" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WebSem</span></a> <a href="https://mastodon.social/tags/LinkedData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LinkedData</span></a> <a href="https://mastodon.social/tags/KnowledgeGraph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KnowledgeGraph</span></a></p>
Jörg Preisendörfer<p>From the abstract:</p><p>›We introduce <a href="https://mastodon.social/tags/AutoCal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AutoCal</span></a>, a new <a href="https://mastodon.social/tags/InstanceMatcher" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstanceMatcher</span></a> which does not require <a href="https://mastodon.social/tags/LabelledData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LabelledData</span></a> and runs out of the box for a wide range of domains without tuning method-specific parameters.</p><p>AutoCal achieves results competitive to recently proposed unsupervised matchers from the field of <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a>.‹</p><p>2/4</p><p>🌺</p><p>🏷️ <a href="https://mastodon.social/tags/InstanceMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstanceMatching</span></a> <a href="https://mastodon.social/tags/RecordLinkage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RecordLinkage</span></a> <a href="https://mastodon.social/tags/OntologyMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OntologyMatching</span></a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ArtificialIntelligence</span></a> <a href="https://mastodon.social/tags/MatChain" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MatChain</span></a> <a href="https://mastodon.social/tags/PyPI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyPI</span></a> <a href="https://mastodon.social/tags/WorldAvatar" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WorldAvatar</span></a> <a href="https://mastodon.social/tags/DigitalTwin" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DigitalTwin</span></a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://mastodon.social/tags/WebSem" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WebSem</span></a> <a href="https://mastodon.social/tags/LinkedData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LinkedData</span></a> <a href="https://mastodon.social/tags/KnowledgeGraph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KnowledgeGraph</span></a></p>
Jörg Preisendörfer<p>May I kindly draw your attention to this scientific paper in the <a href="https://mastodon.social/tags/JournalOfWebSemantics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>JournalOfWebSemantics</span></a>, since my fate was to read many versions of it and to comment extensively:</p><p>›A simple and efficient approach to <a href="https://mastodon.social/tags/unsupervised" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>unsupervised</span></a> <a href="https://mastodon.social/tags/InstanceMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstanceMatching</span></a> and its application to <a href="https://mastodon.social/tags/LinkedData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LinkedData</span></a> of <a href="https://mastodon.social/tags/PowerPlants" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PowerPlants</span></a>‹</p><p>→ <a href="https://doi.org/10.1016/j.websem.2024.100815" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1016/j.websem.2024.</span><span class="invisible">100815</span></a></p><p>1/4</p><p>🌺</p><p>🏷️ <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/InstanceMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstanceMatching</span></a> <a href="https://mastodon.social/tags/RecordLinkage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RecordLinkage</span></a> <a href="https://mastodon.social/tags/OntologyMatching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OntologyMatching</span></a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ArtificialIntelligence</span></a> <a href="https://mastodon.social/tags/AutoCal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AutoCal</span></a> <a href="https://mastodon.social/tags/MatChain" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MatChain</span></a> <a href="https://mastodon.social/tags/PyPI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyPI</span></a> <a href="https://mastodon.social/tags/WorldAvatar" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WorldAvatar</span></a> <a href="https://mastodon.social/tags/DigitalTwin" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DigitalTwin</span></a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://mastodon.social/tags/WebSem" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WebSem</span></a> <a href="https://mastodon.social/tags/KnowledgeGraph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KnowledgeGraph</span></a></p>
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