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自助法在小样本数据均值估计中的应用
引用本文:肖支才,高华明,丁通,韩昕锋.自助法在小样本数据均值估计中的应用[J].海军航空工程学院学报,2009,24(5):563-567, 572.
作者姓名:肖支才  高华明  丁通  韩昕锋
作者单位:1. 海军航空工程学院,控制工程系,山东,烟台,264001
2. 92676部队,河北,秦皇岛,066000
3. 海军装备部,北京,100841
摘    要:自助法(Bootstrap)是较好的处理小样本数据的方法,其无先验性及计算过程中只需要实际观测数据的优越性,使其广泛地应用于小样本数据处理。针对方法自身存在的缺陷,文章比较了目前自助法常用的两种抽样方式的优劣性,并采用改进的样本经验分布函数来解决这个问题,通过对均值的估计证实了方法的有效性。

关 键 词:小样本  参数估计  自助法

Research on Data Analysis of Small Sample Based on Bootstrap Method
XIAO Zhi-cai,GAO Hua-ming,DING Tong and HAN Xin-feng.Research on Data Analysis of Small Sample Based on Bootstrap Method[J].Journal of Naval Aeronautical Engineering Institute,2009,24(5):563-567, 572.
Authors:XIAO Zhi-cai  GAO Hua-ming  DING Tong and HAN Xin-feng
Institution:1. Department of Control Engineering, NAAU, Yantai Shangdong 264001, China; 2. The 92676^th Unit ofPLA, Qinhuangdao Hebei 066000, China; 3. Naval Equipment Department, Beijing 100841, China)
Abstract:Bootstrap method is a good method to deal with the data of small sample, which is only dependent on the observation and doesn't need other assumption. For these reasons, it is adopted generally. But as to its self defects, two common ways to create new sample according to former sample were compared to get the better one. At the same time the improved empirical distruction function of sample was introduced to solve the problem, which was based on Bootstrap method. The emulation of example from this paper proved the validity of the improving method.
Keywords:small sample  parameter estimation  Bootstrap method
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