用于仿真的标准化时间序列Lp范数方差估计量

Standardized Time Series Lp-Norm Variance Estimators for Simulations

Management Science · 1998
被引 10
人大 A+FT50UTD24ABS 4*

中文导读

研究了一类基于标准化时间序列Lp范数的方差参数估计量,证明了其渐近无偏性和低渐近方差,并通过多种随机过程实证了其性能。

Abstract

This paper studies a class of estimators for the variance parameter of a stationary stochastic process. The estimators are based on L p norms of standardized time series, and they generalize previously studied estimators due to Schruben. We show that the new estimators have some desirable properties: they are asymptotically unbiased and have low asymptotic variance. We also illustrate empirically the performance of the L p -norm estimators on various stochastic processes.

标准化时间序列Lp范数方差估计渐近性质