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Statistical Foundations, Reasoning and Inference : For Science and Data Science. 2021 ed..
・ISBN 978-3-030-69826-3 hard EUR 109.99
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| 著者・編者 | Kauermann, Goeran / Kuechenhoff, Helmut / Heumann, Christian, |
|---|---|
| シリーズ | Springer Series in Statistics |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2021 |
| ページ数 | 356 pp. |
| 言語 | ENG |
| ニュース番号 | <M25-14722> |
解説
This textbook provides a comprehensive introduction to statistical principles, concepts and methods that are essential in modern statistics and data science. The topics covered include likelihood-based inference, Bayesian statistics, regression, statistical tests and the quantification of uncertainty. Moreover, the book addresses statistical ideas that are useful in modern data analytics, including bootstrapping, modeling of multivariate distributions, missing data analysis, causality as well as principles of experimental design. The textbook includes sufficient material for a two-semester course and is intended for master's students in data science, statistics and computer science with a rudimentary grasp of probability theory. It will also be useful for data science practitioners who want to strengthen their statistics skills.