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Hypothesis testing via a penalized-likelihood approach

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Abstract It is illustrated in this paper that hypothesis testing procedures can be derived based on the penalized likelihood approach. Based on this point of view, many traditional hypothesis tests,… Click to show full abstract

Abstract It is illustrated in this paper that hypothesis testing procedures can be derived based on the penalized likelihood approach. Based on this point of view, many traditional hypothesis tests, including the two-sample mean test, score test, and Hotelling’s T 2 test are revisited under the penalized likelihood framework. Similar framework is also applicable to the empirical likelihood.

Keywords: likelihood approach; penalized likelihood; likelihood; hypothesis testing

Journal Title: Journal of the Korean Statistical Society
Year Published: 2019

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