Rate of strong consistency of the maximum quasi-likelihood estimator in quasi-likelihood nonlinear models

被引:0
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作者
Tian Xia
Fan-chao Kong
机构
[1] Yunnan Univ.,Dept. of Statist.
[2] Anhui Univ.,Dept. of Math.
关键词
maximum quasi-likelihood estimator; quasi-likelihood nonlinear models; strong consistency; 62F12; 62J02;
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摘要
Quasi-likelihood nonlinear models (QLNM) include generalized linear models as a special case. Under some regularity conditions, the rate of the strong consistency of the maximum quasi-likelihood estimation (MQLE) is obtained in QLNM. In an important case, this rate is O(n−1/2(loglogn)1/2), which is just the rate of LIL of partial sums for i.i.d variables, and thus cannot be improved anymore.
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