ringSeg: Asymptotic Distribution-Free Change-Point Detection via a New
Ranking Scheme (RING)
Rank-based, asymptotic distribution-free change-point detection for
modern (high-dimensional, non-Euclidean) data, based on the graph-induced
ranking scheme of Zhou and Chen (2025) <doi:10.1109/TIT.2025.3575858>.
Given a rank matrix built from a pairwise similarity, the method scans for a single
change-point or a changed interval using three statistics (weighted 'WR',
max-type 'MR', and generalized 'TR') and returns analytic distribution-free
p-value approximations (with an optional skewness correction) as well as
optional permutation p-values.
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