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Effects of Uncertainty Shocks on Household Consumption and Working Hours: A Fuzzy Cognitive Map-Based Approachopen access

Authors
Yun, YeonggyuJung, Hye-Young
Issue Date
Jun-2020
Publisher
MDPI AG
Keywords
consumption; fuzzy cognitive map; nonlinear Hebbian learning; uncertainty shock; working hours
Citation
Mathematics, v.8, no.6, pp.1 - 13
Indexed
SCIE
SCOPUS
Journal Title
Mathematics
Volume
8
Number
6
Start Page
1
End Page
13
URI
https://scholarworks.bwise.kr/erica/handle/2021.sw.erica/1064
DOI
10.3390/math8060889
ISSN
2227-7390
Abstract
This paper aims to model an individual's decision-making process in relation to macroeconomic dynamics that involve a large number of variables, which might inflict dimensionality issue in empirical analysis. We employ the fuzzy cognitive map (FCM) for this purpose, and present a parsimonious approach in assessing the impacts of uncertainty shocks on individual households by constructing FCM where households adjust their consumption and working hours in response to changes in exogenous economic uncertainty. We employ FCM to analyze how uncertainty shocks affect the households' consumption, working hours, and income sources. We further conduct simulations to examine roles of expansionary fiscal policy in alleviating the negative impacts of uncertainty shocks. Our simulations yield similar results as compared to the existing literature on the impacts of uncertainty shocks. We suggest a hybrid algorithm of constructing FCM, and hence demonstrate the extensibility of FCM in analyzing complex macroeconomic systems.
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ERICA 과학기술융합대학 (ERICA 수리데이터사이언스학과)
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