Bootstrapped confidence intervals as an approach to statistical inference

被引:134
作者
Wood, M [1 ]
机构
[1] Univ Portsmouth, Sch Business, Portsmouth PO1 2UP, Hants, England
关键词
bootstrap; confidence interval; hypothesis test; resampling; statistics;
D O I
10.1177/1094428105280059
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
Confidence intervals are in many ways a more satisfactory basis for statistical inference than hypothesis tests. This article explains a simple method for using bootstrap resampling to derive confidence intervals. This method can be used for a wide variety of statistics-including the mean and median, the difference of two means or proportions, and correlation and regression coefficients. It can be implemented by an Excel spreadsheet, which is available to readers on the Web. The rationale behind the method is transparent, and it relies on almost no sophisticated statistical concepts.
引用
收藏
页码:454 / 470
页数:17
相关论文
共 17 条
[1]  
[Anonymous], SCI AM
[2]  
[Anonymous], 1970, The Significance Test Controversy
[3]  
Davidson A. C., 1997, BOOTSTRAP METHODS TH
[4]   1977 RIETZ LECTURE - BOOTSTRAP METHODS - ANOTHER LOOK AT THE JACKKNIFE [J].
EFRON, B .
ANNALS OF STATISTICS, 1979, 7 (01) :1-26
[5]  
Efron B., 1994, INTRO BOOTSTRAP, DOI DOI 10.1201/9780429246593
[6]   CONFIDENCE-INTERVALS RATHER THAN P-VALUES - ESTIMATION RATHER THAN HYPOTHESIS-TESTING [J].
GARDNER, MJ ;
ALTMAN, DG .
BMJ-BRITISH MEDICAL JOURNAL, 1986, 292 (6522) :746-750
[7]  
Hall P., 1992, BOOTSTRAP EDGEWORTH
[8]   Practical significance: A concept whose time has come [J].
Kirk, RE .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1996, 56 (05) :746-759
[10]  
Lunneborg C. E., 2000, DATA ANAL RESAMPLING