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Generalized Linear Models for Insurance Data Piet de Jong (Macquarie University, Sydney)

Generalized Linear Models for Insurance Data By Piet de Jong (Macquarie University, Sydney)

Generalized Linear Models for Insurance Data by Piet de Jong (Macquarie University, Sydney)


Summary

Actuaries should have the tools they need. Practical and rigorous, this books introduces GLMs in the actuarial context. All techniques are illustrated on data sets relevant to insurance. Exercises and data-based practicals let readers consolidate skills. SAS code and output, data sets, exercise solutions on website.

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Generalized Linear Models for Insurance Data Summary

Generalized Linear Models for Insurance Data by Piet de Jong (Macquarie University, Sydney)

This is the only book actuaries need to understand generalized linear models (GLMs) for insurance applications. GLMs are used in the insurance industry to support critical decisions. Until now, no text has introduced GLMs in this context or addressed the problems specific to insurance data. Using insurance data sets, this practical, rigorous book treats GLMs, covers all standard exponential family distributions, extends the methodology to correlated data structures, and discusses recent developments which go beyond the GLM. The issues in the book are specific to insurance data, such as model selection in the presence of large data sets and the handling of varying exposure times. Exercises and data-based practicals help readers to consolidate their skills, with solutions and data sets given on the companion website. Although the book is package-independent, SAS code and output examples feature in an appendix and on the website. In addition, R code and output for all the examples are provided on the website.

Generalized Linear Models for Insurance Data Reviews

"I would recommend such a book to my students without hesitation." Cho-Jieh Chen, Journal of the American Statistical Association

About Piet de Jong (Macquarie University, Sydney)

Gillian Heller is Associate Professor of Statistics at Macquarie University. She has been teaching GLM to actuarial students for the past ten years, and has given several outside courses on GLMs to research analysts in insurance companies. Piet de Jong is Professor of Actuarial Studies at Macquarie University. His research interests lie mainly in time series analysis and forecasting as well as actuarial areas, and he has consulted widely in the insurance and forecasting areas in both Australia and North America.

Table of Contents

Preface; 1. Insurance data; 2. Response distributions; 3. Exponential family responses and estimation; 4. Linear modeling; 5. Generalized linear models; 6. Models for count data; 7. Categorical responses; 8. Continuous responses; 9. Correlated data; 10. Extensions to the Generalized linear model; Appendix 1. Computer code and output; Bibliography; Index.

Additional information

CIN0521879140G
9780521879149
0521879140
Generalized Linear Models for Insurance Data by Piet de Jong (Macquarie University, Sydney)
Used - Good
Hardback
Cambridge University Press
2008-02-28
208
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in good condition, but if you are not entirely satisfied please get in touch with us

Customer Reviews - Generalized Linear Models for Insurance Data