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The dip test measures multimodality in a sample by the maximum difference, over all sample points, between the empirical distribution function, and the unimodal distribution function that minimizes that maximum difference. The uniform distribution is the asymptotically least favorable unimodal distribution, and the distribution of the test statistic is determined asymptotically and empirically when sampling from the uniform.
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J. A. Hartigan
New York State Department of Health
Pamela Hartigan
Interventional Cardiology
The Annals of Statistics
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Hartigan et al. (Fri,) studied this question.
synapsesocial.com/papers/69d8160a617ce96c42ae2f31 — DOI: https://doi.org/10.1214/aos/1176346577