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Probability and Mathematical Statistics: Theory, Applications, and Practice in R
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This book develops the theory of probability and mathematical statistics with the goal of analyzing real-world data.
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Produktdetaljer
- Develops the theory of probability and mathematical statistics for analyzing real-world data
- Utilizes the R package for computations, simulations of probability distributions, and illustrative graphics
- Reinforces concepts and facilitates understanding with R programming language examples, demonstrations, and exercises
- Includes exercises focusing on real-world applications without sacrificing mathematical rigor
- Provides over 200 figures to clarify concepts and applications
- Suitable for applied masters classes, advanced undergraduates, self-study by applied mathematicians and statisticians, and qualitatively inclined engineers and scientists
| Publisher | SIAM - Society for Industrial and Applied Mathematics |
| Publication date | June 24, 2019 |
| Language | English |
| Print length | 707 pages |
| ISBN-10 | 1611975778 |
| ISBN-13 | 978-1611975772 |
| Item Weight | 3.6 pounds (1.63 kg) |
| Dimensions | 1.89 x 7.28 x 10.35 inches (4.8 x 18.5 x 26.3 cm) |
Hvem bør købe?
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Students of Statistics
Ideal for undergraduate and graduate students seeking to understand probability and statistics with practical applications in R.
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Data Scientists
Useful for data scientists needing a solid foundation in statistical theory combined with practical tools for R programming.
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Researchers
Beneficial for researchers looking to apply statistical methods and analyses in their work using R software effectively.
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Casual Learners
Not suitable for casual learners seeking quick and simple introductions to probability or statistics without depth.
Produktbeskrivelse
Probability and Mathematical Statistics: Theory, Applications, and Practice in R
Kundespørgsmål og svar
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spørgsmål:
What topics are covered in 'Probability And Mathematical Statistics Theory, Applications, And Practice In R'?
svar: This comprehensive resource delves into core topics such as probability theory, pivotal models of statistical analysis, and practical applications using R. It effectively combines theoretical concepts with real-world scenarios, enabling readers to grasp fundamental ideas while honing their skills in data analysis. Advanced topics like Bayesian statistics and inferential methods are also thoroughly explained. Anyone from a novice learning statistics for the first time to an experienced data scientist enhancing their R programming capabilities will find this book instrumental in applying statistical techniques effectively. -
spørgsmål:
How is R integrated into the learning process of this book?
svar: The book integrates R by providing practical examples and coding exercises that accompany theoretical concepts. Readers not only learn about key statistical theories but also gain hands-on experience in executing analyses with R, which is essential for navigating real data sets. This dual approach encourages the application of learned techniques. For example, readers can follow along with coding snippets to conduct their own simulations or analyses, enhancing their understanding and reinforcing the material covered. -
spørgsmål:
Is this book suitable for beginners in statistics?
svar: Yes, this book is designed to be accessible for beginners while still offering value to advanced practitioners. It starts with foundational concepts in probability and statistics before gradually introducing more complex theories and applications. The use of clear explanations and relevant examples aids beginners in grasping new concepts without feeling overwhelmed. Students or professionals new to the field will find that the structured progression helps build confidence in applying statistical methods. -
spørgsmål:
What practical applications are illustrated in the book?
svar: The book features a range of real-life applications that demonstrate how statistical methods can solve practical problems across various fields including finance, healthcare, and social sciences. For instance, there are case studies showing how statistical models predict outcomes based on historical data or how probability theory is utilized in risk assessment. These examples not only engage readers but also showcase the value of statistics in decision-making processes in diverse industries. -
spørgsmål:
Does the book provide exercises or problems to solve?
svar: Absolutely! The book includes a variety of exercises and problems throughout each chapter. These are designed to reinforce understanding of the material presented and encourage readers to apply their knowledge in practical scenarios. Solutions to select problems and exercises are also provided, allowing for self-assessment. For anyone looking to solidify their grasp of statistical techniques, these exercises serve as effective practice, enabling them to develop their problem-solving skills in a guided manner. -
spørgsmål:
Can this book help with exam preparation for statistics courses?
svar: Yes, it is an excellent resource for exam preparation in statistics courses. Due to the thorough explanation of theories, the inclusion of examples, and the provision of practice problems and exercises, readers will feel well-equipped to tackle their exams. Additionally, the practical applications discussed in the book can deepen understanding, giving students a competitive edge in their coursework. It's a practical tool for reinforcing concepts, honing analytical skills, and preparing effectively for assessments. -
spørgsmål:
Are there any prerequisites for understanding the content of this book?
svar: While there are no strict prerequisites, a basic understanding of algebra and familiarity with data analysis concepts will be beneficial. The book starts with foundational topics, making it approachable for those new to the field. However, readers with some exposure to statistics or data science may navigate the material more comfortably. This prepares readers for the subsequent application of R in statistical analyses and enhances the learning experience. -
spørgsmål:
What is the target audience for this book?
svar: The target audience includes students, educators, and professionals in fields that require statistical analysis and data interpretation. This can range from undergraduates studying mathematics or statistics to graduate students and working professionals looking to enhance their understanding of applied statistics using R. As a bridge between theory and practice, it serves as a useful reference for both self-study and academic courses in statistics. -
spørgsmål:
How does this book compare to other statistical textbooks?
svar: This book stands out due to its unique blend of theoretical content and practical R applications. While many textbooks either focus on theory or software, this resource effectively connects the two, making complex topics accessible and applicable. The integration of real-world applications and hands-on R coding exercises makes it particularly useful for learners looking to apply statistical concepts directly in data science or analytics settings, setting it apart in the field of statistical education. -
spørgsmål:
Where can I buy 'Probability And Mathematical Statistics Theory, Applications, And Practice In R' in Denmark?
svar: You can buy 'Probability And Mathematical Statistics Theory, Applications, And Practice In R' from Ubuy in Denmark. Ubuy offers a convenient platform to purchase a wide range of books, ensuring you have access to the necessary resources for enhancing your knowledge in probability and statistics. By choosing Ubuy, you can enjoy an efficient shopping experience tailored to your needs.
Processes & Infrastructure Editorial Review
Probability and Mathematical Statistics: Theory, Applications, and Practice in R is a comprehensive resource published by SIAM, designed for both theory and practical applications in the field. With 707 pages of well-organized content, it allows readers to easily navigate through different topics without getting lost in complex explanations. The textbook, praised for its clarity and flow, serves as an effective reference for various concepts, which is particularly useful for students and practitioners alike. While some users noted a lack of numerous examples, many appreciated its straightforward approach, making complex topics accessible and user-friendly.
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Fordele
- Clear and concise explanations of complex topics
- Well-organized structure for easy navigation
- Useful as a reference for refreshing concepts
- Great resource for probability theory and statistics
- Acclaimed for its engaging flow from topic to topic
Ulemper
- Could benefit from more examples for practice
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Egenskaber og fordele
- R package is used to compute probabilities.
- Exercises focus on real-world applications.
- Over 200 figures clarify concepts and applications.
- Annotated solutions to 700 exercises.
- Suitable for advanced undergraduates and self-study.
- Written for use in applied masters classes.
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