首页|中国公募REITs市场价格与投资者结构研究——基于多主体建模的分析

中国公募REITs市场价格与投资者结构研究——基于多主体建模的分析

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深入认识公募REITs市场运行规律,对实现中国金融高质量发展具有重要意义.通过构建包括基本面交易者、动量交易者和噪声交易者的多主体模型,并使用机器学习方法对20只REITs进行校准,模拟价格形成过程并分析交易者结构.结果显示,中国公募REITs收益率序列具有厚尾分布、自相关、波动集聚等特征.模型能够很好地模拟REITs市场价格形成过程,对未来收益率具有一定预测性.在REITs市场中,基本面交易者占主导,动量交易者次之,噪声交易者影响力微弱.建议监管机构应密切监测市场波动与风险暴露,发挥多主体模型在决策中的作用,同时加强投资者教育,避免投资者过度追求短期利益.
Study on Price Formation and Investor Structure in China's Public REITs Market——Analysis Based on ABM
Gaining a deep understanding of the operational patterns of the public REITs market is crucial for achieving high-quality financial development in China.By constructing an agent-based model comprising fundamental traders,momentum traders,and noise traders,and using machine learning methods to calibrate the model on 20 REITs listed before November 1,2022,the study sim-ulates the price formation process and analyzes the trader structure in the market.The results reveal that the return series of Chinese public REITs exhibit characteristics such as heavy tails,autocorrela-tion,and volatility clustering,similar to other financial assets.The model can effectively simulate the price formation process in the REITs market and possesses a certain predictive ability for future returns.In the REITs market,fundamental traders dominate,followed by momentum traders,while the influence of noise traders is negligible.The recommendations include closer monitoring of mar-ket volatility and risk exposure by regulatory authorities,leveraging the significance of agent-based models in regulatory decision-making,and enhancing investor education to emphasize long-term investment value and discourage excessive pursuit of short-term gains by considering fundamental factors.

REITsFundamental tradersMomentum tradersNoise tradersXGBoost

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申万宏源证券有限公司 FICC事业部,上海 200031

REITs 基本面交易者 动量交易者 噪声交易者 XGBoost

国家社会科学基金青年项目

22CJL002

2024

管理现代化
中国管理现代化研究会

管理现代化

CSTPCDCHSSCD北大核心
影响因子:0.676
ISSN:1003-1154
年,卷(期):2024.44(3)