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1. Regression and the normal distribution;
Part I. Linear Regression:
2. Basic linear regression;
3. Multiple linear regression - I;
4. Multiple linear regression - II;
5. Variable selection;
6. Interpreting regression results;
Part II. Topics in Time Series:
7. Modeling trends;
8. Autocorrelations and autoregressive models;
9. Forecasting and time series models;
10. Longitudinal and panel data models;
Part III. Topics in Nonlinear Regression:
11. Categorical dependent variables;
12. Count dependent variables;
13. Generalized linear models;
14. Survival models;
15. Miscellaneous regression topics;
Part IV. Actuarial Applications:
16. Frequency-severity models;
17. Fat-tailed regression models;
18. Credibility and bonus-malus;
19. Claims triangles;
20. Report writing: communicating data analysis results;
21. Designing effective graphs; Appendix 1: basic statistical inference; Appendix 2: matrix algebra; Appendix 3: probability tables.
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Add Regression Modeling with Actuarial and Financial Applications, Statistical techniques can be used to address new situations. This is important in a rapidly evolving risk management and financial world. Analysts with a strong statistical background understand that a large data set can represent a treasure trove of inf, Regression Modeling with Actuarial and Financial Applications to your collection on WonderClub |