[2302.10295] Correlation Clustering with Lively Studying of Pairwise Similarities

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Obtain a PDF of the paper titled Correlation Clustering with Lively Studying of Pairwise Similarities, by Linus Aronsson and 1 different authors

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Summary:Correlation clustering is a well known unsupervised studying setting that offers with constructive and destructive pairwise similarities. On this paper, we examine the case the place the pairwise similarities usually are not given upfront and have to be queried in a cost-efficient approach. Thereby, we develop a generic energetic studying framework for this activity that advantages from a number of benefits, e.g., flexibility in the kind of suggestions {that a} consumer/annotator can present, adaptation to any correlation clustering algorithm and question technique, and robustness to noise. As well as, we suggest and analyze a variety of novel question methods suited to this setting. We display the effectiveness of our framework and the proposed question methods through a number of experimental research.

Submission historical past

From: Linus Aronsson [view email]
[v1]
Mon, 20 Feb 2023 20:39:07 UTC (5,583 KB)
[v2]
Wed, 22 Feb 2023 20:17:15 UTC (5,583 KB)
[v3]
Thu, 25 Jan 2024 17:51:12 UTC (24,858 KB)



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