Lutz–De Panafieu–Stein–Scott active clustering query complexity conjecture

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Let p1≥⋯≥pkp_1\geq \dots \geq p_k be a probability distribution over kk parts. If nn elements are partitioned at random into kk parts by putting each element in part ii with probability pip_i, independently of the other elements, then the expected number of membership queries required to reconstruct the partition is

(1+o(1))∑i=1kipin.(1+o(1))\sum_{i=1}^k i p_i n.

Active clustering query complexity conjecture. The average number of membership queries required is (1+o(1))∑i=1kipin(1+o(1))\sum_{i=1}^k i p_i n. This conjecture concerns the optimal average query complexity of active clustering under an independently generated random partition with prescribed part probabilities. The cited work provides the optimal average query complexity in the uniformly random unrestricted-partition setting, while this more general distributional formula is presented as a conjecture.

References

Primary source

Paul Bastide and Carla Groenland, “Optimal distance query reconstruction for graphs without long induced cycles”, arXiv:2306.05979 (2024).

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