Mathematical Statistics / / Wiebe R. Pestman.
This textbook provides a broad and solid introduction to mathematical statistics, including the classical subjects hypothesis testing, normal regression analysis, and normal analysis of variance. In addition, non-parametric statistics and vectorial statistics are considered, as well as applications...
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Superior document: | Title is part of eBook package: De Gruyter DGBA Backlist Complete English Language 2000-2014 PART1 |
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Place / Publishing House: | Berlin ;, Boston : : De Gruyter, , [2009] ©2009 |
Year of Publication: | 2009 |
Language: | English |
Series: | De Gruyter Textbook
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Online Access: | |
Physical Description: | 1 online resource (597 p.) :; Num. figs. 1 frontispiece |
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Other title: | Frontmatter -- Contents -- Chapter I. Probability theory -- Chapter II. Statistics and their probability distributions, estimation theory -- Chapter III. Hypothesis tests -- Chapter IV. Simple regression analysis -- Chapter V. Normal analysis of variance -- Chapter VI. Non-parametric methods -- Chapter VII. Stochastic analysis and its applications in statistics -- Chapter VIII. Vectorial statistics -- Appendix A. Lebesgue’s convergence theorems -- Appendix B. Product measures -- Appendix C. Conditional probabilities -- Appendix D. The characteristic function of the Cauchy distribution -- Appendix E. Metric spaces, equicontinuity -- Appendix F. The Fourier transform and the existence of stoutly tailed distributions -- Backmatter |
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Summary: | This textbook provides a broad and solid introduction to mathematical statistics, including the classical subjects hypothesis testing, normal regression analysis, and normal analysis of variance. In addition, non-parametric statistics and vectorial statistics are considered, as well as applications of stochastic analysis in modern statistics, e.g., Kolmogorov-Smirnov testing, smoothing techniques, robustness and density estimation. For students with some elementary mathematical background. With many exercises. Prerequisites from measure theory and linear algebra are presented. |
Format: | Mode of access: Internet via World Wide Web. |
ISBN: | 9783110208535 9783110238570 9783110238471 9783110637205 9783110219517 9783110219524 9783110219463 |
DOI: | 10.1515/9783110208535 |
Access: | restricted access |
Hierarchical level: | Monograph |
Statement of Responsibility: | Wiebe R. Pestman. |