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Consistent and powerful graph-based change-point test for high-dimensional data

A change-point detection is proposed by using a Bayesian-type statistic based on the shortest Hamiltonian path, and the change-point is estimated by using ratio cut. A permutation procedure is applied to approximate the significance of Bayesian-type statistics. The change-point test is proven to be...

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Bibliografiske detaljer
Udgivet i:Proc Natl Acad Sci U S A
Main Authors: Shi, Xiaoping, Wu, Yuehua, Rao, Calyampudi Radhakrishna
Format: Artigo
Sprog:Inglês
Udgivet: National Academy of Sciences 2017
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5393215/
https://ncbi.nlm.nih.gov/pubmed/28356520
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1702654114
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