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Europe Says<a href="https://www.europesays.com/2228357/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.europesays.com/2228357/</a> Optimizing machine learning for network inference through comparative analysis of model performance in synthetic and real-world networks <a href="https://pubeurope.com/tags/Clustering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Clustering</a> <a href="https://pubeurope.com/tags/ComputationalBiologyAndBioinformatics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ComputationalBiologyAndBioinformatics</a> <a href="https://pubeurope.com/tags/ComputationalComplexity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ComputationalComplexity</a> <a href="https://pubeurope.com/tags/Data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Data</a> <a href="https://pubeurope.com/tags/engineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#engineering</a> <a href="https://pubeurope.com/tags/HumanitiesAndSocialSciences" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HumanitiesAndSocialSciences</a> <a href="https://pubeurope.com/tags/LogisticRegression" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LogisticRegression</a> <a href="https://pubeurope.com/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MachineLearning</a> <a href="https://pubeurope.com/tags/ModelSelection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ModelSelection</a> <a href="https://pubeurope.com/tags/Modularity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Modularity</a> <a href="https://pubeurope.com/tags/multidisciplinary" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#multidisciplinary</a> <a href="https://pubeurope.com/tags/NetworkInference" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NetworkInference</a> <a href="https://pubeurope.com/tags/NetworkScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NetworkScience</a> <a href="https://pubeurope.com/tags/RandomForest" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RandomForest</a> <a href="https://pubeurope.com/tags/ScaleFreeNetworks" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ScaleFreeNetworks</a> <a href="https://pubeurope.com/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a>

Blake Richards7/10) This finding led to our <a href="https://fediscience.org/tags/proposal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#proposal</a>: Can we use α for <a href="https://fediscience.org/tags/modelSelection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#modelSelection</a> in an <a href="https://fediscience.org/tags/SSL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SSL</a> pipeline? Two key +s of α:1. α doesn’t require labels2. α is quick to <a href="https://fediscience.org/tags/compute" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#compute</a> (compared to training a readout)We study hyperparam selection in <a href="https://fediscience.org/tags/BarlowTwins" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BarlowTwins</a> (Zbontar et al.) as a case study!<a href="https://fediscience.org/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://fediscience.org/tags/ML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ML</a> <a href="https://fediscience.org/tags/deeplearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#deeplearning</a> <a href="https://fediscience.org/tags/neuroscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#neuroscience</a>

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