Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach

With a view to develop a more realistic model for credit risk analysis in consumer loan, our paper addresses the problem of how to incorporate business cycles into a repayment behavior model of consumer loan in portfolio. A particular Triplet Markov Model (TMM) is presented and introduced to describ...

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Main Authors: Shou Chen, Xiangqian Jiang
Format: Article
Language:English
Published: Hindawi-Wiley 2020-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2020/5458941
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spelling doaj-96efbf0ad3d948769ceb14a460e3c35f2020-11-25T02:19:44ZengHindawi-WileyComplexity1076-27871099-05262020-01-01202010.1155/2020/54589415458941Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model ApproachShou Chen0Xiangqian Jiang1School of Business and Administration, Hunan University, Changsha 410082, ChinaSchool of Business and Administration, Hunan University, Changsha 410082, ChinaWith a view to develop a more realistic model for credit risk analysis in consumer loan, our paper addresses the problem of how to incorporate business cycles into a repayment behavior model of consumer loan in portfolio. A particular Triplet Markov Model (TMM) is presented and introduced to describe the dynamic repayment behavior of consumers. The particular TMM can simultaneously capture the phases of business cycles, transition of systematic credit risk of a loan portfolio, and Markov repayment behavior of consumers. The corresponding Markov chain Monte Carlo algorithms of the particular TMM are also developed for estimating the model parameters. We show how the transition of consumers’ repayment states and systematic credit risk of a loan portfolio are affected by the phases of business cycles through simulations.http://dx.doi.org/10.1155/2020/5458941
collection DOAJ
language English
format Article
sources DOAJ
author Shou Chen
Xiangqian Jiang
spellingShingle Shou Chen
Xiangqian Jiang
Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach
Complexity
author_facet Shou Chen
Xiangqian Jiang
author_sort Shou Chen
title Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach
title_short Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach
title_full Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach
title_fullStr Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach
title_full_unstemmed Modeling Repayment Behavior of Consumer Loan in Portfolio across Business Cycle: A Triplet Markov Model Approach
title_sort modeling repayment behavior of consumer loan in portfolio across business cycle: a triplet markov model approach
publisher Hindawi-Wiley
series Complexity
issn 1076-2787
1099-0526
publishDate 2020-01-01
description With a view to develop a more realistic model for credit risk analysis in consumer loan, our paper addresses the problem of how to incorporate business cycles into a repayment behavior model of consumer loan in portfolio. A particular Triplet Markov Model (TMM) is presented and introduced to describe the dynamic repayment behavior of consumers. The particular TMM can simultaneously capture the phases of business cycles, transition of systematic credit risk of a loan portfolio, and Markov repayment behavior of consumers. The corresponding Markov chain Monte Carlo algorithms of the particular TMM are also developed for estimating the model parameters. We show how the transition of consumers’ repayment states and systematic credit risk of a loan portfolio are affected by the phases of business cycles through simulations.
url http://dx.doi.org/10.1155/2020/5458941
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AT xiangqianjiang modelingrepaymentbehaviorofconsumerloaninportfolioacrossbusinesscycleatripletmarkovmodelapproach
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