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Approximation of the ruin probability using the scaled Laplace transform inversion
Robert M Mnatsakanov1, Khachatur Sarkisian2, Artak Hakobyan3
1Department of Statistics, West Virginia University, P.O. Box 6330, Morgantown, WV 26506, USA; Biostatistics and Epidemiology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Morgantown, WV 26505, USA.
This study introduces a new method for calculating the ruin probability in insurance risk models, especially for large initial surpluses. The approach improves upon existing Laplace transform inversion techniques.
Area of Science:
- Actuarial Science
- Probability Theory
- Numerical Analysis
Background:
- The classical risk model is fundamental in actuarial science for assessing financial stability.
- Calculating the ruin probability, especially for large initial surplus values, presents significant computational challenges.
- Existing methods often rely on Laplace transform inversion, which can be complex to evaluate.
Purpose of the Study:
- To develop and evaluate novel approximations for the ruin probability in the classical risk model.
- To address the challenge of computing ruin probabilities for large initial surplus processes.
- To compare the performance of the proposed approximations against established numerical methods.
Main Methods:
- The study focuses on scaled Laplace transform inversion techniques.
- Approximations are developed to overcome limitations in evaluating the ruin probability at large values.
- A simulation study is conducted to compare the proposed method with existing algorithms.
Main Results:
- The proposed method effectively overcomes the difficulty of evaluating ruin probabilities for large initial surplus values.
- Comparisons demonstrate the efficacy of the new approximations.
- Performance is evaluated against Laplace transform inversions using fixed Talbot, Trefethen-Weideman-Schmelzer, and maximum entropy methods.
Conclusions:
- The developed approximations offer a viable and improved approach to calculating ruin probabilities in risk management.
- The findings are particularly relevant for scenarios with substantial initial capital.
- The study contributes to more robust financial risk assessment in insurance.
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