Time-varying beta in functional factor models: Evidence from China

被引:7
作者
Horvath, Lajos [1 ]
Li, Bo [2 ]
Li, Hemei [3 ]
Liu, Zhenya [3 ,4 ,5 ]
机构
[1] Univ Utah, Dept Math, Salt Lake City, UT 84112 USA
[2] Beijing Int Studies Univ, Business Sch, Beijing 100024, Peoples R China
[3] Renmin Univ China, Sch Finance, Beijing 100872, Peoples R China
[4] Aix Marseille Univ, CERGAM, F-13090 Aix En Provence 02, France
[5] Renmin Univ China, China Financial Policy Res Ctr, Beijing 100872, Peoples R China
关键词
Functional factor models; Time-varying beta; Functional regression; Risk factors; Basic functions; ASSET PRICING MODEL; CROSS-SECTION; SYSTEMATIC-RISK; STOCK-MARKET; CAPM; DETERMINANTS; EQUILIBRIUM; INVESTMENT; VOLATILITY; REGRESSION;
D O I
10.1016/j.najef.2020.101283
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
In this paper, we introduce a functional method to investigate how betas change over time in factor models. Based on the China A-share data, we drop the constant beta assumption in the CAPM and multi-factor models to estimate the time-varying betas directly from the functional data regression. The empirical results show that exposures to all risk factors have certain time-varying patterns in the Chinese A-share stock market.
引用
收藏
页数:22
相关论文
共 46 条
[1]   Asset pricing with liquidity risk [J].
Acharya, VV ;
Pedersen, LH .
JOURNAL OF FINANCIAL ECONOMICS, 2005, 77 (02) :375-410
[2]  
[Anonymous], 2005, FUNCTIONAL DATA ANAL
[3]   BETAS AND THEIR REGRESSION TENDENCIES [J].
BLUME, ME .
JOURNAL OF FINANCE, 1975, 30 (03) :785-795
[4]   TESTING THE CAPM WITH TIME-VARYING RISKS AND RETURNS [J].
BODURTHA, JN ;
MARK, NC .
JOURNAL OF FINANCE, 1991, 46 (04) :1485-1505
[5]   A CAPITAL-ASSET PRICING MODEL WITH TIME-VARYING COVARIANCES [J].
BOLLERSLEV, T ;
ENGLE, RF ;
WOOLDRIDGE, JM .
JOURNAL OF POLITICAL ECONOMY, 1988, 96 (01) :116-131
[6]   Asset pricing model uncertainty [J].
Borup, Daniel .
JOURNAL OF EMPIRICAL FINANCE, 2019, 54 :166-189
[7]   AN EMPIRICAL-INVESTIGATION OF THE POSSIBILITY OF STOCHASTIC SYSTEMATIC-RISK IN THE MARKET MODEL [J].
BOS, T ;
NEWBOLD, P .
JOURNAL OF BUSINESS, 1984, 57 (01) :35-41
[8]   INTERTEMPORAL ASSET PRICING MODEL WITH STOCHASTIC CONSUMPTION AND INVESTMENT OPPORTUNITIES [J].
BREEDEN, DT .
JOURNAL OF FINANCIAL ECONOMICS, 1979, 7 (03) :265-296
[9]   Time-varying comovement and changes of comovement structure in the Chinese stock market: A causal network method [J].
Bu, Hui ;
Tang, Wenjin ;
Wu, Junjie .
ECONOMIC MODELLING, 2019, 81 :181-204
[10]   NO NEWS IS GOOD-NEWS - AN ASYMMETRIC MODEL OF CHANGING VOLATILITY IN STOCK RETURNS [J].
CAMPBELL, JY ;
HENTSCHEL, L .
JOURNAL OF FINANCIAL ECONOMICS, 1992, 31 (03) :281-318