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Loss Data Analysis

The Maximum Entropy Approach

Language EnglishEnglish
Book Paperback
Book Loss Data Analysis Henryk Gzyl
Libristo code: 42409511
Publishers De Gruyter, November 2022
This volume deals with two complementary topics. On one hand the book deals with the problem of dete... Full description
? points 154 b
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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. ContentsIntroductionFrequency modelsIndividual severity modelsSome detailed examplesSome traditional approaches to the aggregation problemLaplace transforms and fractional moment problemsThe standard maximum entropy methodExtensions of the method of maximum entropySuperresolution in maxentropic Laplace transform inversionSample data dependenceDisentangling frequencies and decompounding lossesComputations using the maxentropic densityReview of statistical procedures

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About the book

Full name Loss Data Analysis
Language English
Binding Book - Paperback
Date of issue 2023
Number of pages 215
EAN 9783111047386
Libristo code 42409511
Publishers De Gruyter
Weight 431
Dimensions 170 x 240
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