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Titlebook: Asymptotic Efficiency of Statistical Estimators: Concepts and Higher Order Asymptotic Efficiency; Concepts and Higher Masafumi Akahira,Kei

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發(fā)表于 2025-3-21 16:34:50 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
期刊全稱Asymptotic Efficiency of Statistical Estimators: Concepts and Higher Order Asymptotic Efficiency
期刊簡(jiǎn)稱Concepts and Higher
影響因子2023Masafumi Akahira,Kei Takeuchi
視頻videohttp://file.papertrans.cn/164/163799/163799.mp4
學(xué)科分類Lecture Notes in Statistics
圖書(shū)封面Titlebook: Asymptotic Efficiency of Statistical Estimators: Concepts and Higher Order Asymptotic Efficiency; Concepts and Higher  Masafumi Akahira,Kei
影響因子This monograph is a collection of results recently obtained by the authors. Most of these have been published, while others are awaitlng publication. Our investigation has two main purposes. Firstly, we discuss higher order asymptotic efficiency of estimators in regular situa- tions. In these situations it is known that the maximum likelihood estimator (MLE) is asymptotically efficient in some (not always specified) sense. However, there exists here a whole class of asymptotically efficient estimators which are thus asymptotically equivalent to the MLE. It is required to make finer distinctions among the estimators, by considering higher order terms in the expansions of their asymptotic distributions. Secondly, we discuss asymptotically efficient estimators in non- regular situations. These are situations where the MLE or other estimators are not asymptotically normally distributed, or where l 2 their order of convergence (or consistency) is not n / , as in the regular cases. It is necessary to redefine the concept of asympto- tic efficiency, together with the concept of the maximum order of consistency. Under the new definition as asymptotically efficient estimator may not always
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沙發(fā)
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Inner, Nested, and Anonymous Classes such a bound can be explicitely given. The asymptotic distribution of . and the bound for it in non-regular cases is discussed by Akahira [2]. Also some results in terms of the asymptotic distribution of estimators are given in Takeuchi [42]. Asymptotic sufficiency of consistent estimators is discu
地板
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0930-0325 o- tic efficiency, together with the concept of the maximum order of consistency. Under the new definition as asymptotically efficient estimator may not always 978-0-387-90576-1978-1-4612-5927-5Series ISSN 0930-0325 Series E-ISSN 2197-7186
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https://doi.org/10.1007/978-1-4302-0140-3gl ([32], [33]) obtained that MLE attains the second order asymptotic efficiency in the sense adopted here. In this chapter we shall discuss second order asymptotic efficiency and proceed further to third order asymptotic efficiency. We shall show that the results can be extended to non-regular situations.
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Higher Order Asymptotic Efficiency,gl ([32], [33]) obtained that MLE attains the second order asymptotic efficiency in the sense adopted here. In this chapter we shall discuss second order asymptotic efficiency and proceed further to third order asymptotic efficiency. We shall show that the results can be extended to non-regular situations.
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