Mathematical statistics. (Q2735594)

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scientific article; zbMATH DE number 1640640
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Mathematical statistics.
scientific article; zbMATH DE number 1640640

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    3 September 2001
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    empirical distributions
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    efficient estimates
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    Rao-Cramer inequality
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    maximum-likelihood method
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    method of moments
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    testing hypotheses
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    Kolmogorov-Smirnov test
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    chi-square goodness-of-fit test
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    Wilcoxon signed-rank test
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    Mathematical statistics. (English)
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    This book is a collection of problems and exercises on mathematical statistics with description of basic notions and main principles. It provides a solid introduction to statistics for students in a one-semester course. The contents of the book are as follows:NEWLINENEWLINENEWLINE1. Estimation of parameters of distributions: point estimates; efficient estimates; the Rao-Cramér inequality. 2. Methods of construction of estimates: empirical estimates; method of moments; maximum-likelihood method. 3. Hypothesis testing: criteria; power of criteria. 4. Hypothesis tests for parameters of the normal distribution. 5. Chi-square tests: chi-square goodness-of-fit test; chi-square independence test. 6. Nonparametric criteria: Kolmogorov-Smirnov test; Wilcoxon signed-rank test. All necessary tables (normal distribution, \(\chi^2\)-distribution, Student distribution, Kolmogorov distribution, Fisher distribution, binomial distribution, Poisson distribution, etc.) are presented.NEWLINENEWLINENEWLINEWith a minimum of mathematical theory, the author has covered the binomial, Poisson and normal distributions; hypothesis testing, nonparametric hypothesis tests, and chi-square goodness-of-fit tests in an easy to understand style. This book is useful to all those who want to learn statistics. Each chapter has a number of problems. By solving these problems students understand and appreciate the subject.
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