A comprehensive introduction to bootstrap methods in the R programming environment
Bootstrap methods provide a powerful approach to statistical data analysis, as they have more general applications than standard parametric methods. An Introduction to Bootstrap Methods with Applications to R explores the practicality of this approach and successfully utilizes R to illustrate applications for the bootstrap and other resampling methods. This book provides a modern introduction to bootstrap methods for readers who do not have an extensive background in advanced mathematics. Emphasis throughout is on the use of bootstrap methods as an exploratory tool, including its value in variable selection and other modeling environments.
The authors begin with a description of bootstrap methods and its relationship to other resampling methods, along with an overview of the wide variety of applications of the approach. Subsequent chapters offer coverage of improved confidence set estimation, estimation of error rates in discriminant analysis, and applications to a wide variety of hypothesis testing and estimation problems, including pharmaceutical, genomics, and economics. To inform readers on the limitations of the method, the book also exhibits counterexamples to the consistency of bootstrap methods.
An introduction to R programming provides the needed preparation to work with the numerous exercises and applications presented throughout the book. A related website houses the book's R subroutines, and an extensive listing of references provides resources for further study.
Discussing the topic at a remarkably practical and accessible level, An Introduction to Bootstrap Methods with Applications to R is an excellent book for introductory courses on bootstrap and resampling methods at the upper-undergraduate and graduate levels. It also serves as an insightful reference for practitioners working with data in engineering, medicine, and the social sciences who would like to acquire a basic understanding of bootstrap methods.
Puss in Boots is a clever cat who won't settle for having a poor master. So he dupes a wicked giant out of his grand castle, claims the surrounding land as his master Caraba's, and charms the king, who lets his daughter marry Caraba. And Puss in Boots lives happily ever after
This charming series retells classic fairy tales with bright illustrations and a clever tone. The stories in the Little Pebbles series have been adapted for children today while respecting the richness and flavor of the original versions. The small size of the books and their warm, inviting illustrations will appeal to children. In addition, children will love the game page at the end of each book, and they will want to read all the books in the series.
An enterprising cat -- with only a bag, a pair of boots, and some audacity -- arranges for his owner, a poor farmer, to marry a princess and live happily ever after.
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