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可解释聚类中深度减少的不可能性(英文版)

发布者:wx****89
2023-05-05
343 KB 18 页
人工智能(AI)
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可解释聚类中深度减少的不可能性【英文版】.pdf
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英文标题:Impossibility of Depth Reduction in Explainable Clustering中文摘要:本文研究可解释 K-means 和 K-median 聚类问题,证明了在欧几里得平面上,解释深度降低会导致聚类成本的无界损失,并将其扩展到 K-center 目标。英文摘要:Over the last few years Explainable Clustering has gathered a lot ofattention. Dasgupta et al. [ICML'20] initiated the study of explainable k-meansand k-median clustering problems where the explanation is captured by athreshold decision tree which partitions the space at each node using axisparallel hyperplanes. Recently, Laber et al. [Pattern

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