Items related to Introduction to Probability, Statistics & R: Foundations...
- PublisherSpringer
- Publication date2024
- ISBN 10 3031378644
- ISBN 13 9783031378645
- BindingHardcover
- LanguageEnglish
- Number of pages574
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Introduction to Probability, Statistics & R : Foundations for Data-based Sciences
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Introduction to Probability, Statistics and R
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ISBN 10: 3031378644
ISBN 13: 9783031378645
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Introduction to Probability, Statistics and R
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ISBN 10: 3031378644
ISBN 13: 9783031378645
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Introduction to Probability, Statistics & R: Foundations for Data-Based Sciences
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Introduction to Probability, Statistics & R : Foundations for Data-based Sciences
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Introduction to Probability, Statistics & R: Foundations for Data-based Sciences
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Introduction to Probability, Statistics & R
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Springer, Berlin, Springer International Publishing, Springer Jan 2024, 2024
ISBN 10: 3031378644
ISBN 13: 9783031378645
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -A strong grasp of elementary statistics and probability, along with basic skills in using R, is essential for various scientific disciplines reliant on data analysis. This book serves as a gateway to learning statistical methods from scratch, assuming a solid background in high school mathematics. Readers gradually progress from basic concepts to advanced statistical modelling, with examples from actuarial, biological, ecological, engineering, environmental, medicine, and social sciences highlighting the real-world relevance of the subject. An accompanying R package enables seamless practice and immediate application, making it ideal for beginners.The book comprises 19 chapters divided into five parts. Part I introduces basic statistics and the R software package, teaching readers to calculate simple statistics and create basic data graphs. Part II delves into probability concepts, including rules and conditional probability, and introduces widelyused discrete and continuous probability distributions (e.g., binomial, Poisson, normal, log-normal). It concludes with the central limit theorem and joint distributions for multiple random variables. Part III explores statistical inference, covering point and interval estimation, hypothesis testing, and Bayesian inference. This part is intentionally less technical, making it accessible to readers without an extensive mathematical background. Part IV addresses advanced probability and statistical distribution theory, assuming some familiarity with (or concurrent study of) mathematical methods like advanced calculus and linear algebra. Finally, Part V focuses on advanced statistical modelling using simple and multiple regression and analysis of variance, laying the foundation for further studies in machine learning and data science applicable to various data and decision analytics contexts.Based on years of teaching experience, this textbook includes numerousexercises and makes extensive use of R, making it ideal for year-long data science modules and courses. In addition to university courses, the book amply covers the syllabus for the Actuarial Statistics 1 examination of the Institute and Faculty of Actuaries in London. It also provides a solid foundation for postgraduate studies in statistics and probability, or a reliable reference for statistics. 555 pp. Englisch. Seller Inventory # 9783031378645
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Introduction to Probability, Statistics and R: Foundations for Data-Based Sciences
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