An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market

The capital asset pricing model (CAPM) is a foundational asset pricing model that is widely applied and holds particular significance in the globally influential Chinese stock market. This study focuses on the banking sector, enhancing the performance of the CAPM and further assessing its applicabil...

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Main Authors: Bohan Zhao, Hong Yin, Yonghong Long
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/13/1/41
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author Bohan Zhao
Hong Yin
Yonghong Long
author_facet Bohan Zhao
Hong Yin
Yonghong Long
author_sort Bohan Zhao
collection DOAJ
description The capital asset pricing model (CAPM) is a foundational asset pricing model that is widely applied and holds particular significance in the globally influential Chinese stock market. This study focuses on the banking sector, enhancing the performance of the CAPM and further assessing its applicability within the Chinese stock market context. This study incorporates a heterogeneous autoregressive (HAR) component into the CAPM framework, developing a CAPM-HAR model with time-varying beta coefficients. Empirical analysis based on high-frequency data demonstrates that the CAPM-HAR model not only enhances the capability of capturing market fluctuations but also significantly improves its applicability and predictive accuracy for stocks in the Chinese banking sector.
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series Mathematics
spelling doaj-art-f32d7475b4a240ebb8a75b29461d607c2025-01-10T13:18:04ZengMDPI AGMathematics2227-73902024-12-011314110.3390/math13010041An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock MarketBohan Zhao0Hong Yin1Yonghong Long2School of Mathematics, Renmin University of China, Beijing 100872, ChinaSchool of Mathematics, Renmin University of China, Beijing 100872, ChinaSchool of Mathematics, Renmin University of China, Beijing 100872, ChinaThe capital asset pricing model (CAPM) is a foundational asset pricing model that is widely applied and holds particular significance in the globally influential Chinese stock market. This study focuses on the banking sector, enhancing the performance of the CAPM and further assessing its applicability within the Chinese stock market context. This study incorporates a heterogeneous autoregressive (HAR) component into the CAPM framework, developing a CAPM-HAR model with time-varying beta coefficients. Empirical analysis based on high-frequency data demonstrates that the CAPM-HAR model not only enhances the capability of capturing market fluctuations but also significantly improves its applicability and predictive accuracy for stocks in the Chinese banking sector.https://www.mdpi.com/2227-7390/13/1/41capital asset pricing modelheterogeneous autoregressive modelrealized correlationrealized volatilityintraday high frequency dataChinese stock market
spellingShingle Bohan Zhao
Hong Yin
Yonghong Long
An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market
Mathematics
capital asset pricing model
heterogeneous autoregressive model
realized correlation
realized volatility
intraday high frequency data
Chinese stock market
title An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market
title_full An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market
title_fullStr An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market
title_full_unstemmed An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market
title_short An Advanced Time-Varying Capital Asset Pricing Model via Heterogeneous Autoregressive Framework: Evidence from the Chinese Stock Market
title_sort advanced time varying capital asset pricing model via heterogeneous autoregressive framework evidence from the chinese stock market
topic capital asset pricing model
heterogeneous autoregressive model
realized correlation
realized volatility
intraday high frequency data
Chinese stock market
url https://www.mdpi.com/2227-7390/13/1/41
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