small-sample-size

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tejuafonja / margctgan

Official implementation of "MargCTGAN: A ``Marginally'' Better CTGAN for the Low Sample Regime" (ICML 2023 Deploying Generative AI workshop & GCPR 2023 Conference)

tabular-data generative-model low synthetic-data small-sample-size synthetic-data-generation synthetic-data-evaluation

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Jupyter Notebook

cl445 / misestimation_mri_mdd

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LaTex source code for the research paper "Systematic Misestimation of Machine Learning Performance in Neuroimaging Studies of Depression" from Flint, Cearns, et al. 2021.

mri classification neuroimaging brain small-sample-size machine-lerning major-depressive-disorder misestimation overestimation clinical-translation

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TeX

OGCJN / Tail-approximations-for-the-Student-t--F--and-Welch-statistics

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We present a detailed study of the asymptotic behavior of the distribution of the tails of these, perhaps, most commonly used statistical tests under non-standard conditions, that is, releasing the underlying assumptions of normality, independence and identical distribution and considering a more general case where one only assumes that the vect…

sample statistics extreme value small t-test size theory one-sample-t-test two-sample-t-test f-test welch-statistic small-sample-size high-throughput-screening

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Mathematica

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