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Titlebook: Basics of Modern Mathematical Statistics; Vladimir Spokoiny,Thorsten Dickhaus Textbook 2015 Springer-Verlag Berlin Heidelberg 2015 Coverag

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Vitaly Terushkin MD,John A. Carucci MD, PhDlike null hypothesis, alternative hypothesis, errors of the first and of the second kind, significance level, and power. Then, we develop the theory of likelihood ratio tests, starting with the Neyman–Pearson lemma for testing simple hypotheses and some extensions to test problems with composite hyp
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High-Risk Cutaneous Squamous Cell Carcinomaypotheses, for subvectors, and for general linear hypotheses. The tests can be carried out in practice by utilizing chi-square or Fisher’s .-distributions, respectively, as null distributions of the likelihood ratio test statistic in case of known or unknown error variance, respectively. We also dis
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Travis W. Blalock MD,Thomas Stasko MDSmirnov–von Mises test as particular cases of the substitution approach. Then, we are considered with Bayesian approaches towards hypothesis testing. Finally, Sect. 8.4 deals with locally best tests. It is demonstrated that the score function is the natural equivalent to the LR statistic if no unifo
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Bayes Estimation,he Bayes approach and roughness penalization approach for linear models considered in Sect. .. The last two sections discuss the relation between Bayes and minimax risk and explain the van Trees lower bound for the risk of estimation which can be viewed as a Bayes analog of the Cramér–Rao frequentist bound.
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Travis W. Blalock MD,Thomas Stasko MDservations leads to the theory of rank tests. Due to the close connection of rank tests and permutation tests (the null distribution of a rank test is a permutation distribution), we end the chapter with some general remarks on permutation tests.
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