AUTOCORRELATION COEFFICIENT;
UNIT ROOT;
PROBABILITY DISTRIBUTIONS;
PARABOLIC CYLINDER FUNCTIONS;
D O I:
10.1214/aos/1176349164
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
The limiting distribution of the normalized autocorrelation coefficient in the case of a unit root is given in a closed form. It is found that high order transcendental functions such as the parabolic cylinder functions are indispensable to express this distribution, thus departing from the simple standard normal distribution that arises in the case of a stable root. Using the formulae derived in this paper, some numerical results available from previous studies are then extended and refined. Finally, the formulae are manipulated analytically to explain the unusual shape of the distribution.
机构:
Univ Carlos III Madrid, Dept Stat, Madrid 28903, Spain
St Louis Univ Madrid Campus, Madrid, SpainUniv Carlos III Madrid, Dept Stat, Madrid 28903, Spain
Moreno, Marta
Romo, Juan
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机构:Univ Carlos III Madrid, Dept Stat, Madrid 28903, Spain