Bayesian Claims Reserving Methods in Non-life Insurance with Stan An Introduction /

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 method...

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Bibliographic Details
Main Author: Gao, Guangyuan (Author)
Format: Electronic eBook
Language:English
Published: Singapore : Springer Singapore , 2018.
Edition:1st ed. 2018.
Subjects:
ISBN:9789811336096
Online Access: Get full text
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245 1 0 |a Bayesian Claims Reserving Methods in Non-life Insurance with Stan  |h [electronic resource] :  |b An Introduction /  |c by Guangyuan Gao. 
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300 |a XII, 205 p. 72 illus., 62 illus. in color.  |b online resource. 
500 |a Mathematics and Statistics  
505 0 |a 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. 
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520 |a 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. . 
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