Bayesian Claims Reserving Methods in Non-life Insurance with Stan
An Introduction
Seiten
2019
|
1st ed. 2018
Springer Verlag, Singapore
978-981-13-3608-9 (ISBN)
Springer Verlag, Singapore
978-981-13-3608-9 (ISBN)
This book first provides a review of various aspects of Bayesian statistics. It then investigates three types of claims reserving models in the Bayesian framework: chain ladder models, basis expansion models involving a tail factor, and multivariate copula models. For the Bayesian inferential methods, this book largely relies on Stan, a specialized software environment which applies Hamiltonian Monte Carlo method and variational Bayes.
Guangyuan Gao, lecturer in actuarial science, School of Statistics at the Renmin University of China.
Chapter1 Introduction.- Chapter2 Bayesian Fundamentals.- Chapter3 Advanced Bayesian Computation.- Chapter4 Bayesian Chain Ladder Models.- Chapter5 Bayesian Basis Expansion Models.- Chapter6 Multivariate Modelling Using Copulas.- Chapter7 Epilogue.
Erscheinungsdatum | 25.01.2019 |
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Zusatzinfo | 62 Illustrations, color; 10 Illustrations, black and white; XII, 205 p. 72 illus., 62 illus. in color. |
Verlagsort | Singapore |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Mathematik / Informatik ► Mathematik ► Statistik |
Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik | |
Naturwissenschaften | |
Wirtschaft ► Allgemeines / Lexika | |
Wirtschaft ► Volkswirtschaftslehre | |
Schlagworte | Basis expansion models • Bayesian claims reserving models • Copulas • Markov Chain Monte Carlo Methods • Multivariate claims reserving model • Non-life insurance claims reserving models • Payments per claim incurred method • Stan |
ISBN-10 | 981-13-3608-3 / 9811336083 |
ISBN-13 | 978-981-13-3608-9 / 9789811336089 |
Zustand | Neuware |
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