Non-Fiction Books:

Nested Simulations: Theory and Application

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Description

Maximilian Klein analyses nested Monte Carlo simulations for the approximation of conditional expected values. Thereby, the book deals with two general risk functional classes for conditional expected values, on the one hand the class of moment-based estimators (notable examples are the probability of a large loss or the lower partial moments) and on the other hand the class of quantile-based estimators. For both functional classes, the almost sure convergence of the respective estimator is proven and the underlying convergence speed is quantified. In particular, the class of quantile-based estimators has important practical consequences especially for life insurance companies since the Value-at-Risk falls into this class and thus covers the solvency capital requirement problem. Furthermore, a novel non parametric confidence interval method for quantiles is presented which takes the additional noise of the inner simulation into account.

Author Biography:

 Maximilian Klein holds a PhD in mathematics from the University of Augsburg. Currently, he works as a portfolio manager at an asset management company.
Release date NZ
March 27th, 2024
Audience
  • Professional & Vocational
Illustrations
17 Illustrations, color; 1 Illustrations, black and white; XVII, 137 p. 18 illus., 17 illus. in color. Textbook for German language market.
Pages
137
ISBN-13
9783658438524
Product ID
38487976

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