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High-dimensional sphericity test by extended likelihood ratio - MaRDI portal

High-dimensional sphericity test by extended likelihood ratio (Q2051523)

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scientific article; zbMATH DE number 7432985
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High-dimensional sphericity test by extended likelihood ratio
scientific article; zbMATH DE number 7432985

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    High-dimensional sphericity test by extended likelihood ratio (English)
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    24 November 2021
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    The paper puts forward a novel sphericity test for covariance matrices by means of the likelihood ratio test. The advantage of this test lies in its ability to work even for high-dimensional data. The theoretical properties are proved and Monte Carlo simulations demonstrate that it overpasses state-of-the-art statistical tests in terms of empirical power.
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    sphericity test
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    high-dimensional covariance matrix
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    extended likelihood ratio
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    central limit theorem
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