Sturmfels's binomial conjecture for the maximum number of Gaussian-mixture modes

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Let m(d,k)m(d,k) denote the maximum possible number of modes of a mixture of kk Gaussian distributions in dimension dd.

Sturmfels's conjecture. For all integers d,k≥1d,k\geq 1, the maximum number of modes is

m(d,k)=(d+k−1d).m(d,k)=\binom{d+k-1}{d}.

This conjecture was proposed in the context of the maximum-number-of-modes problem after the known result m(d,2)=d+1m(d,2)=d+1. The source does not provide evidence here that the conjecture has been resolved, so its status is recorded as open.

References

Primary source

Carlos Améndola, Alexander Engström and Christian Haase, “Maximum Number of Modes of Gaussian Mixtures”, arXiv:1702.05066 (2019).

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