Mean reversion and the distribution of United Kingdom stock index returns

被引:13
作者
Ashton, David
Tippett, Mark [1 ]
机构
[1] Univ Loughborough, Sch Business, Loughborough LE11 3TU, Leics, England
[2] Univ Bristol, Dept Econ, Bristol BS8 1TH, Avon, England
关键词
stock index returns; Pearson Type IV distribution; Wiener process;
D O I
10.1111/j.1468-5957.2006.00637.x
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Our purpose here is to develop the Pearson Type IV distribution as a candidate for modelling the evolution of short period stock index returns. Here, early work by Praetz (1972 and 1978) and Blattberg and Gonedes (1974) has shown that the scaled 't' distribution, which is a particular (symmetric) interpretation of the Pearson Type IV, provides a reasonable description of the way stock index returns evolve over time. Our analysis shows this is certainly not the case for the daily stock index returns on which our empirical analysis is based. There is significant skewness in the data and this cannot be captured by symmetric distributions like the scaled 't' and normal distributions. However, the Pearson Type IV, which is a skewed generalisation of the scaled 't', is capable of modelling the skewness inherent in our data and in such a way that it satisfies asymptotically efficient goodness of fit criteria. Furthermore, the Pearson Type IV can be derived from a stochastic differential equation with standard Markov properties. This enables one to integrate the distributional and time series properties of the returns process and thereby, facilitates both the interpretation and understanding of the role played by the distribution's parameters in the generation of the underlying stock index returns.
引用
收藏
页码:1586 / 1609
页数:24
相关论文
共 54 条
[1]   ASYMPTOTIC THEORY OF CERTAIN GOODNESS OF FIT CRITERIA BASED ON STOCHASTIC PROCESSES [J].
ANDERSON, TW ;
DARLING, DA .
ANNALS OF MATHEMATICAL STATISTICS, 1952, 23 (02) :193-212
[2]  
[Anonymous], 1979, The Advanced Theory of Statistics
[3]  
[Anonymous], 1974, Introduction to the Theory of Statistics
[4]  
APARICIO F, 1997, EMPIRICAL DISTRIBUTI
[5]   Mean reversion across national stock markets and parametric contrarian investment strategies [J].
Balvers, R ;
Wu, YR ;
Gilliland, E .
JOURNAL OF FINANCE, 2000, 55 (02) :745-772
[6]   INTEREST-RATES AS OPTIONS [J].
BLACK, F .
JOURNAL OF FINANCE, 1995, 50 (05) :1371-1376
[7]   COMPARISON OF STABLE AND STUDENT DISTRIBUTIONS AS STATISTICAL MODELS FOR STOCK PRICES [J].
BLATTBERG, RC ;
GONEDES, NJ .
JOURNAL OF BUSINESS, 1974, 47 (02) :244-280
[8]   Conditional skewness modelling for stock returns [J].
Brännäs, K ;
Nordman, N .
APPLIED ECONOMICS LETTERS, 2003, 10 (11) :725-728
[9]  
Campbell J., 1997, The econometrics of financial markets
[10]  
CARNAHAN B, 1969, APPL NUMERICAL ANAL