Long memory processes and fractional integration in econometrics

被引:1032
作者
Baillie, RT
机构
[1] Department of Economics, Michigan State University, East Lansing
关键词
fractional integration; long memory processes; Hurst effect; ARFIMA processes; FIGARCH processes; stochastic volatility;
D O I
10.1016/0304-4076(95)01732-1
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper provides a survey and review of the major econometric work on long memory processes, fractional integration, and their applications in economics and finance. Some of the definitions of long memory are reviewed, together with previous work in other disciplines. Section 3 describes the population characteristics of various long memory processes in the mean, including ARFIMA. Section 4 is concerned with estimation and examines semiparametric procedures in both the frequency and time domain, and also the properties of various regression based and maximum likelihood techniques. Long memory volatility processes are discussed in Section 5, while Section 6 discusses applications in economics and finance. The paper also has a concluding section.
引用
收藏
页码:5 / 59
页数:55
相关论文
共 171 条
[81]   SOME PROPERTIES OF TIME-SERIES DATA AND THEIR USE IN ECONOMETRIC-MODEL SPECIFICATION [J].
GRANGER, CWJ .
JOURNAL OF ECONOMETRICS, 1981, 16 (01) :121-130
[82]  
Gray H.L., 1989, J TIME SER ANAL, V10, P233, DOI [10.1111/j.1467-9892.1989.tb00026.x, DOI 10.1111/J.1467-9892.1989.TB00026.X]
[83]   LONG-TERM DEPENDENCE IN COMMON STOCK RETURNS [J].
GREENE, MT ;
FIELITZ, BD .
JOURNAL OF FINANCIAL ECONOMICS, 1977, 4 (03) :339-349
[84]   COINTEGRATION - HOW SHORT IS THE LONG-RUN [J].
HAKKIO, CS ;
RUSH, M .
JOURNAL OF INTERNATIONAL MONEY AND FINANCE, 1991, 10 (04) :571-581
[85]  
HARVEY AC, 1993, LONG MEMORY STOCHAST
[86]  
HASLETT J, 1989, J R STAT SOC C-APPL, V38, P1
[87]   ON THE POWER OF UNIT-ROOT TESTS AGAINST FRACTIONAL ALTERNATIVES [J].
HASSLER, U ;
WOLTERS, J .
ECONOMICS LETTERS, 1994, 45 (01) :1-5
[88]   LONG MEMORY IN INFLATION RATES - INTERNATIONAL EVIDENCE [J].
HASSLER, U ;
WOLTERS, J .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1995, 13 (01) :37-45
[89]  
Hassler U., 1994, Journal of Time Series Analysis, V15, P19, DOI DOI 10.1111/J.1467-9892.1994.TB00174.X
[90]  
Hassler U, 1993, J TIME SER ANAL, V14, P369, DOI DOI 10.1111/J.1467-9892.1993.TB00151.X