Study on Early Warning of Bubble Economy Crisis by Stages Based on Dynamic Model

Bubble economy belongs to a multistage, and it is the dynamic process for mutual transformation among different stages. The authors of this paper analyzed and identified different stages of the bubble economy. The authors then used the dynamic ordered logit model built based on this analysis to connect different stages of the dynamic evolution of the bubble economy, depict the economic status from stable development to asset price bubble, and then evolved the model into the dynamic process of the bubble economy. They selected seven economic indexes, obtained balanced panels of 36 countries in 21 years from 1996 to 2016, and used 756 annual national observed values in total as demonstration samples. The results show that the latent dynamic model and forecasting model proposed in this paper can effectively describe the dynamic changes of economic situation and realize the recursive update and real-time forecasting of dynamic early warning system.

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Publication Details

Journal
International Journal of Information Technologies and Systems Approach
Published
2025-08-12
DOI
https://doi.org/10.4018/ijitsa.387419
Primary Topic
Market Dynamics and Volatility
Type
article
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article

Study on Early Warning of Bubble Economy Crisis by Stages Based on Dynamic Model

Tingting Wu, Shuai Wu, Xu-Liang Zhu
International Journal of Information Technologies and Systems Approach
Market Dynamics and Volatility
article

Study on Early Warning of Bubble Economy Crisis by Stages Based on Dynamic Model

Tingting Wu, Shuai Wu, Xu-Liang Zhu
article en

Abstract

Bubble economy belongs to a multistage, and it is the dynamic process for mutual transformation among different stages. The authors of this paper analyzed and identified different stages of the bubble economy. The authors then used the dynamic ordered logit model built based on this analysis to connect different stages of the dynamic evolution of the bubble economy, depict the economic status from stable development to asset price bubble, and then evolved the model into the dynamic process of the bubble economy. They selected seven economic indexes, obtained balanced panels of 36 countries in 21 years from 1996 to 2016, and used 756 annual national observed values in total as demonstration samples. The results show that the latent dynamic model and forecasting model proposed in this paper can effectively describe the dynamic changes of economic situation and realize the recursive update and real-time forecasting of dynamic early warning system.

International Journal of Information Technologies and Systems ApproachVol. 18(1)
Xi'an International Studies University (CN)
Openalex Percentile: Top 72%
Market Dynamics and Volatility
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Study on Early Warning of Bubble Economy Crisis by Stages Based on Dynamic Model — Tingting Wu, Shuai Wu, et al. · International Journal of Information Technologies and Systems Approach (2025) | TGRS Research Map | TGRS