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Hierarchical Clustering on Spambase (Dasgupta's cost)

34,261,369.825Dasgupta's CostDPClusterHSBM
31,587,094.5349,638,452.7712567,689,811.012585,741,169.25375Nov 29, 2025

Evaluation results

MethodLinks
DPClusterHSBMprivacy=edge-level differential private2025.1134,261,369.825
FPH2025.1140,420,419.233
BKM2025.1141,204,923.569
HCSEoperator=Stretching, tree type=binary partitioning2025.1145,263,227.036
HypCSE2025.1148,662,062.993
UFit2025.1159,850,887.347
SingleLinkage2025.1170,302,109.781
HypHCdecoding=greedy top-down2025.1179,220,674.974
HDBSCAN2025.1180,716,545.145
SpecWRSC2025.11101,118,252.2