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Inference for Clustering: Conformal Sets for Cluster Labels

stat.ME · 2026-04-03 · unverdicted · novelty 7.0

Split conformal clustering with stochastic labels provides finite-sample marginal coverage guarantees for cluster label confidence sets, controlled by soft-label consistency and replace-one stability of the clustering algorithm.

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  • Inference for Clustering: Conformal Sets for Cluster Labels stat.ME · 2026-04-03 · unverdicted · none · ref 17

    Split conformal clustering with stochastic labels provides finite-sample marginal coverage guarantees for cluster label confidence sets, controlled by soft-label consistency and replace-one stability of the clustering algorithm.