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3. Models and Behaviour of Stakeholders

4. Ex-ante Model Validation and Back-Testing

5. Economics of Risk and Insurance

6. Aggregate Risk Pooling

7. Traditional Insurance

8. Unified Framework

9. P2P Risk Exchange

10. DeFi Insurance

11. Risk Assessment and Measures

12. Introduction

13. Appendix B: Data and Examples

14. Introduction

15. Generalized Linear Models

16. Convolutional Neural Networks

17. Bayesian Methods, Regularization and Expectation-Maximization

18. Deep Learning

19. Recurrent Neural Networks

20. Predictive Modeling and Forecast Evaluation

21. Estimation Theory

22. Exponential Dispersion Family

23. Natural Language Processing

24. Selected Topics in Deep Learning

25. Appendix A: Technical Results on Networks

26. COVID-19 and Optimal Lockdown Strategies: The Effect of New and More Virulent Strains

27. Changes in Behaviour Induced by COVID-19: Obedience to the Introduced Measures

28. Risk-Sharing and Contingent Premia in the Presence of Systematic Risk: The Case Study of the UK COVID-19 Economic Losses

29. All-Hands-On-Deck!—How International Organisations Respond to the COVID-19 Pandemic

30. Some Investigations with a Simple Actuarial Model for Infections Such as COVID-19

31. Pooled Testing and Its Applications in the COVID-19 Pandemic

32. COVID-19: A Trigger for Innovations in Insurance?

33. A Mortality Model for Pandemics and Other Contagion Events

34. Stochastic Mortality Models and Pandemic Shocks

35. An Actuary’s Opinion: How to Get Through a Pandemic

36. The Legal Challenges of Insuring Against a Pandemic

37. Outlier Detection for Pandemic-Related Data Using Compositional Functional Data Analysis

38. Epidemic Compartmental Models and Their Insurance Applications

39. Diagnostic Tests and Procedures During the COVID-19 Pandemic

40. Bagging Trees and Random Forests

41. Boosting Trees

42. Other Measures for Model Comparison

43. ERM and QRM in Product Development: An Example

44. Introduction

45. Performance Evaluation

46. Regression Trees

47. Risk Assessment and Impact Assessment in Life Annuity Business

48. Sensitivity Testing for Long-Term Care Insurance Products

49. Risk Assessment and Impact Assessment in Life Insurance Business

50. Product Design: Guarantees and Options

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