Uniqueness of worst-case clusterings under a generalized exclusive-element condition

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Let C{\cal C} be a given clustering, and let Ni{\cal N}_i be the set of elements belonging to the iith cluster. For every ordered subset of Δ+1\Delta+1 distinct clusters p1,p2,…,pΔ+1∈[k]p_1,p_2,\dots,p_{\Delta+1}\in[k], assume that

Np1∖{⋃pj≠p1Npj}≠∅.{\cal N}_{p_1}\setminus\left\{\bigcup_{p_j\neq p_1}{\cal N}_{p_j}\right\}\neq\varnothing.

Generalized uniqueness conjecture. The ground-truth clustering C{\cal C} is the only valid clustering consistent with the entire query matrix.

This conjecture is presented as the natural extension of the paper's result for Δ=2\Delta=2 to arbitrary Δ>0\Delta>0. Its status is not resolved in the supplied text.

References

Primary source

Wasim Huleihel, Arya Mazumdar, Muriel Médard and Soumyabrata Pal, “Same-Cluster Querying for Overlapping Clusters”, arXiv:1910.12490 (2019).

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