Computation and modelling in insurance and finance
著者
書誌事項
Computation and modelling in insurance and finance
(International series on actuarial science)
Cambridge University Press, 2014
- : hardback
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注記
Includes bibliographical references (p. 656-679) and index
内容説明・目次
内容説明
Focusing on what actuaries need in practice, this introductory account provides readers with essential tools for handling complex problems and explains how simulation models can be created, used and re-used (with modifications) in related situations. The book begins by outlining the basic tools of modelling and simulation, including a discussion of the Monte Carlo method and its use. Part II deals with general insurance and Part III with life insurance and financial risk. Algorithms that can be implemented on any programming platform are spread throughout and a program library written in R is included. Numerous figures and experiments with R-code illustrate the text. The author's non-technical approach is ideal for graduate students, the only prerequisites being introductory courses in calculus and linear algebra, probability and statistics. The book will also be of value to actuaries and other analysts in the industry looking to update their skills.
目次
- 1. Introduction
- Part I. Tools for Risk Analysis: 2. Getting started the Monte Carlo way
- 3. Evaluating risk: a primer
- 4. Monte Carlo II: improving technique
- 5. Modelling I: linear dependence
- 6. Modelling II: conditional and non-linear
- 7. Historical estimation and error
- Part II. General Insurance: 8. Modelling claim frequency
- 9. Modelling claim size
- 10. Solvency and pricing
- 11. Liabilities over long terms
- Part III. Life Insurance and Financial Risk: 12. Life and state-dependent insurance
- 13. Stochastic asset models
- 14. Financial derivatives
- 15. Integrating risk of different origin
- Appendix A. Random variables: principal tools
- Appendix B. Linear algebra and stochastic vectors
- Appendix C. Numerical algorithms: a third tool
- References
- Index.
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