学术期刊
切换导航
首 页
文 章
期 刊
投 稿
预 印
会 议
书 籍
新 闻
合 作
我 们
按学科分类
Journals by Subject
按期刊分类
Journals by Title
核心OA期刊
Core OA Journal
数学与物理
Math & Physics
化学与材料
Chemistry & Materials
生命科学
Life Sciences
医药卫生
Medicine & Health
信息通讯
Information & Communication
工程技术
Engineering & Technology
地球与环境
Earth & Environment
经济与管理
Economics & Management
人文社科
Humanities & Social Sciences
合作期刊
Cooperation Journals
首页
数学与物理
理论数学
Vol. 14 No. 5 (May 2024)
期刊菜单
最新文章
历史文章
检索
领域
编委
投稿须知
文章处理费
最新文章
历史文章
检索
领域
编委
投稿须知
文章处理费
基于对数先验的协方差矩阵的参数估计
Parameter Estimation of Covariance Matrix Based on Logarithmic Priors
DOI:
10.12677/pm.2024.145202
,
PDF
,
被引量
作者:
余 晨
:上海理工大学理学院,上海
关键词:
协方差矩阵估计
;
Black-Litterman模型
;
投资者情绪
;
对数先验
;
Covariance Matrix Estimation
;
Black-Litterman Model
;
Investor Sentiment
;
Logarithmic Prior
摘要:
为了更好地估计股票收益协方差矩阵,提出了一种基于Black-Litterman思想的协方差矩阵估计方法。不同于传统方法对协方差矩阵添加Wishart先验分布的方法,考虑将先验信息概念应用在协方差矩阵的对数上,通过贝叶斯方法,得到协方差矩阵的参数估计。
Abstract:
In order to better estimate the covariance matrix of stock return, a method of covariance matrix estimation based on Black-Litterman idea is proposed. Different from the traditional method of adding Wishart prior distribution to the covariance matrix, the concept of prior information is applied to the logarithm of the covariance matrix, and the parameter estimation of the covariance matrix is obtained by Bayesian method.
文章引用:
余晨. 基于对数先验的协方差矩阵的参数估计[J]. 理论数学, 2024, 14(5): 479-488.
https://doi.org/10.12677/pm.2024.145202
参考文献
[1]
Markowitz, H.M. (1952) Portfolio Selection.
The Journal of Finance
, 7, 77-91. [
Google Scholar
] [
CrossRef
]
[2]
Black, F. and Litterman, R. (1992) Global Portfolio Optimization.
Financial Analysts
, 48, 28-43. [
Google Scholar
] [
CrossRef
]
[3]
Andrei, M.S. and Hsu, J. (2020) A Bayesian Approach for Asset Allocation.
International Journal of Statistics and
Pro
b
ability
, 9,1-14. [
Google Scholar
] [
CrossRef
]
[4]
Leonard, T. and Hsu, J. (1992) Bayesian Inference for a Covariance Matrix.
The Annals of Statistics
, 20, 1669-1696. [
Google Scholar
] [
CrossRef
]
[5]
Bellman, R. (1997) Introduction to Matrix Analysis.
Society for Industrial and Applied Mathematics
. [
Google Scholar
] [
CrossRef
]
[6]
Satchell, S. and Scowcorft, A. (2007) A Demystification of the Black-Litterman Model: Managing Quantitative and Traditional Portfolio Construction.
Forecasting Expected Returns in the Financial Markets
, 39-53. [
Google Scholar
] [
CrossRef
]
投稿
为你推荐
友情链接
科研出版社
开放图书馆