Generalized Linear Models for Insurance Data

£97.00

Generalized Linear Models for Insurance Data

Probability and statistics

Authors: Piet de Jong, Gillian Z. Heller

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Collection: International Series on Actuarial Science

Language: English

Published by: Cambridge University Press

Published on: 28th February 2008

Format: LCP-protected ePub

Size: 17 Mb

ISBN: 9781316099643


Overview

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.

Content and Approach

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.

Insurance-Specific Issues

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.

Practical Features

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.

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