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Loss Data Analysis
The Maximum Entropy Approach
Taschenbuch von Henryk Gzyl (u. a.)
Sprache: Englisch

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Beschreibung
This volume deals with two complementary topics. On one hand the book deals with the problem of determining the the probability distribution of a positive compound random variable, a problem which appears in the banking and insurance industries, in many areas of operational research and in reliability problems in the engineering sciences.

On the other hand, the methodology proposed to solve such problems, which is based on an application of the maximum entropy method to invert the Laplace transform of the distributions, can be applied to many other problems.

The book contains applications to a large variety of problems, including the problem of dependence of the sample data used to estimate empirically the Laplace transform of the random variable.

Contents
Introduction
Frequency models
Individual severity models
Some detailed examples
Some traditional approaches to the aggregation problem
Laplace transforms and fractional moment problems
The standard maximum entropy method
Extensions of the method of maximum entropy
Superresolution in maxentropic Laplace transform inversion
Sample data dependence
Disentangling frequencies and decompounding losses
Computations using the maxentropic density
Review of statistical procedures

This volume deals with two complementary topics. On one hand the book deals with the problem of determining the the probability distribution of a positive compound random variable, a problem which appears in the banking and insurance industries, in many areas of operational research and in reliability problems in the engineering sciences.

On the other hand, the methodology proposed to solve such problems, which is based on an application of the maximum entropy method to invert the Laplace transform of the distributions, can be applied to many other problems.

The book contains applications to a large variety of problems, including the problem of dependence of the sample data used to estimate empirically the Laplace transform of the random variable.

Contents
Introduction
Frequency models
Individual severity models
Some detailed examples
Some traditional approaches to the aggregation problem
Laplace transforms and fractional moment problems
The standard maximum entropy method
Extensions of the method of maximum entropy
Superresolution in maxentropic Laplace transform inversion
Sample data dependence
Disentangling frequencies and decompounding losses
Computations using the maxentropic density
Review of statistical procedures

Details
Erscheinungsjahr: 2023
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: XII
210 S.
29 s/w Illustr.
4 farbige Illustr.
29 b/w and 4 col. ill.
ISBN-13: 9783111047386
ISBN-10: 3111047385
Sprache: Englisch
Ausstattung / Beilage: Großformatiges Paperback. Klappenbroschur
Autor: Gzyl, Henryk
Mayoral, Silvia
Gomes-Gonçalves, Erika
Auflage: 2. Aufl.
Hersteller: De Gruyter
Abbildungen: 29 b/w and 4 col. ill.
Maße: 13 x 170 x 240 mm
Von/Mit: Henryk Gzyl (u. a.)
Erscheinungsdatum: 06.03.2023
Gewicht: 0,431 kg
Artikel-ID: 126044572
Details
Erscheinungsjahr: 2023
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: XII
210 S.
29 s/w Illustr.
4 farbige Illustr.
29 b/w and 4 col. ill.
ISBN-13: 9783111047386
ISBN-10: 3111047385
Sprache: Englisch
Ausstattung / Beilage: Großformatiges Paperback. Klappenbroschur
Autor: Gzyl, Henryk
Mayoral, Silvia
Gomes-Gonçalves, Erika
Auflage: 2. Aufl.
Hersteller: De Gruyter
Abbildungen: 29 b/w and 4 col. ill.
Maße: 13 x 170 x 240 mm
Von/Mit: Henryk Gzyl (u. a.)
Erscheinungsdatum: 06.03.2023
Gewicht: 0,431 kg
Artikel-ID: 126044572
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