Statistical Inference
Series: Chapman & Hall/CRC Texts in Statistical Science;
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Product details:
- Edition number 2
- Publisher Chapman and Hall
- Date of Publication 23 May 2024
- ISBN 9781032593036
- Binding Hardback
- No. of pages565 pages
- Size 254x178 mm
- Weight 1240 g
- Language English
- Illustrations 54 Illustrations, black & white; 54 Line drawings, black & white; 17 Tables, black & white 714
Categories
Short description:
Basics of probability to theory of statistical inference using techniques, definitions, concepts that are statistical, natural extensions, consequences, of previous concepts. Topics from a standard inference course: distributions, random variables, data reduction, point estimation, hypothesis testing, interval estimation, regression.
MoreLong description:
This classic textbook builds theoretical statistics from the first principles of probability theory. Starting from the basics of probability, the authors develop the theory of statistical inference using techniques, definitions, and concepts that are statistical and natural extensions, and consequences, of previous concepts. It covers all topics from a standard inference course including: distributions, random variables, data reduction, point estimation, hypothesis testing, and interval estimation.
Features
- The classic graduate-level textbook on statistical inference
- Develops elements of statistical theory from first principles of probability
- Written in a lucid style accessible to anyone with some background in calculus
- Covers all key topics of a standard course in inference
- Hundreds of examples throughout to aid understanding
- Each chapter includes an extensive set of graduated exercises
Statistical Inference, Second Edition is primarily aimed at graduate students of statistics, but can be used by advanced undergraduate students majoring in statistics who have a solid mathematics background. It also stresses the more practical uses of statistical theory, being more concerned with understanding basic statistical concepts and deriving reasonable statistical procedures, while less focused on formal optimality considerations.
This is a reprint of the second edition originally published by Cengage Learning, Inc. in 2001.
MoreTable of Contents:
1. Probability Theory. 2. Transformations and Expectations. 3. Common Families of Distributions. 4. Multiple Random Variables. 5. Properties of a Random Sample. 6. Principles of Data Reduction. 7. Point Estimation. 8. Hypothesis Testing. 9. Interval Estimation. 10. Asymptotic Evaluations. 11. Analysis of Variance and Regression. 12. Regression Models. 13. Computer Algebra.
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