Mathematical statistics. (Q2735594)
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scientific article; zbMATH DE number 1640640
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Mathematical statistics. |
scientific article; zbMATH DE number 1640640 |
Statements
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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