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. The maximum likelihood estimator in the irregular case usually has a rate of convergence slower than the √n-rate in a … to select the involved tuning parameter. We show that the penalized maximum likelihood estimator has the oracle … properties. The method can implement model selection and estimation simultaneously and the estimator always has the usual √n …
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