Mathematica Laboratories for Mathematical Statistics with CD-ROM
Emphasizing Simulation and Computer Intensive Methods
Seiten
2004
Society for Industrial & Applied Mathematics,U.S.
978-0-89871-566-8 (ISBN)
Society for Industrial & Applied Mathematics,U.S.
978-0-89871-566-8 (ISBN)
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This text is a concise introduction to probability theory and mathematical statistics. The accompanying in-class and take-home computer laboratory activities reinforce the techniques introduced in the text and are accessible to students with no experience with Mathematica. Applications are presented in various settings, including data from epidemiology, sciences and engineering.
Integrating computers into mathematical statistics courses allows students to simulate experiments and visualize their results, handle larger data sets, analyze data more quickly, and compare the results of classical methods of data analysis with those using alternative techniques. This text presents a concise introduction to the concepts of probability theory and mathematical statistics. The accompanying in-class and take-home computer laboratory activities reinforce the techniques introduced in the text and are accessible to students with little or no experience with Mathematica. These laboratory materials present applications in a variety of real-world settings, with data from epidemiology, environmental sciences, medicine, social sciences, physical sciences, manufacturing, engineering, marketing, and sports. Included in the book are parametric, nonparametric, permutation, bootstrap and diagnostic methods. Permutation and bootstrap methods are discussed side by side with classical methods in the later chapters. Includes a CD-ROM with 238 laboratory problems written as Mathematica notebooks.
Integrating computers into mathematical statistics courses allows students to simulate experiments and visualize their results, handle larger data sets, analyze data more quickly, and compare the results of classical methods of data analysis with those using alternative techniques. This text presents a concise introduction to the concepts of probability theory and mathematical statistics. The accompanying in-class and take-home computer laboratory activities reinforce the techniques introduced in the text and are accessible to students with little or no experience with Mathematica. These laboratory materials present applications in a variety of real-world settings, with data from epidemiology, environmental sciences, medicine, social sciences, physical sciences, manufacturing, engineering, marketing, and sports. Included in the book are parametric, nonparametric, permutation, bootstrap and diagnostic methods. Permutation and bootstrap methods are discussed side by side with classical methods in the later chapters. Includes a CD-ROM with 238 laboratory problems written as Mathematica notebooks.
Preface; 1. Introductory probability concepts; 2. Discrete probability distributions; 3. Continuous probability distributions; 4. Mathematical expectation; 5. Limit theorems; 6. Transition to statistics; 7. Estimation theory; 8. Hypothesis testing theory; 9. Order statistics and quantiles; 10. Two sample analysis; 11. Permutation analysis; 12. Bootstrap analysis; 13. Multiple sample analysis; 14. Linear least squares analysis; 15. Contingency table analysis; Bibliography; Index.
| Reihe/Serie | ASA-SIAM Series on Statistics and Applied Probability |
|---|---|
| Verlagsort | New York |
| Sprache | englisch |
| Maße | 178 x 253 mm |
| Gewicht | 522 g |
| Themenwelt | Mathematik / Informatik ► Mathematik ► Statistik |
| Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik | |
| ISBN-10 | 0-89871-566-0 / 0898715660 |
| ISBN-13 | 978-0-89871-566-8 / 9780898715668 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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