A Modern Introduction to Probability and Statistics: Understanding Why and How (Springer Texts in Statistics 1st ed. 2005. Corr. 2nd printing 2007)
By: H P Lopuhaa (author), L E Meester (author), C Kraaikamp (author), F. M Dekking (author)Mixed Media
Suitable for self study
Use real examples and real data sets that will be familiar to the audience
Introduction to the bootstrap is included - this is a modern method missing in many other books
Michel Dekking, Cor Kraaikamp, Rik Lopuhaa and Ludolf Meester are professors in the Department of Applied Mathematics at TU Delft, The Netherlands. The material in this book has been successfully taught there for several years, and at the University of Leiden, The Netherlands, and Wesleyan University, USA, since 2003.
Why probability and statistics?.- Outcomes, events, and probability.- Conditional probability and independence.- Discrete random variables.- Continuous random variables.- Simulation.- Expectation and variance.- Computations with random variables.- Joint distributions and independence.- Covariance and correlation.- More computations with more random variables.- The Poisson process.- The law of large numbers.- The central limit theorem.- Exploratory data analysis: graphical summaries.- Exploratory data analysis: numerical summaries.- Basic statistical models.- The bootstrap.- Unbiased estimators.- Efficiency and mean squared error.- Maximum likelihood.- The method of least squares.- Confidence intervals for the mean.- More on confidence intervals.- Testing hypotheses: essentials.- Testing hypotheses: elaboration.- The t-test.- Comparing two samples.
Number Of Pages:
- ID: 9781852338961
1st ed. 2005. Corr. 2nd printing 2007
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