Bootstrap lower confidence limits for the process capability indices Cp, Cpk and Cpm

The capability indices are widely used by quality professionals as an estimate of process capability. Many process indices have been proposed and developed with Cp, Cpk and Cpm among the most widely used. More recently, techniques have been developed to construct lower 95 percent confidence limits for each index. These techniques are based on the assumption that the underlying process is normally distributed. The non‐parametric but computer intensive method called Bootstrap is utilized and the Bootstrap confidence limits are calculated for these indices. A simulation using three distributions (normal, log‐normal and chi‐squared) was conducted and a comparison was made of the performances of the Bootstrap and the parametric estimates.

[1]  Victor E. Kane,et al.  Process Capability Indices , 1986 .

[2]  B. Efron,et al.  A Leisurely Look at the Bootstrap, the Jackknife, and , 1983 .

[3]  Robert H. Kushler,et al.  Confidence Bounds for Capability Indices , 1992 .

[4]  B. Efron The jackknife, the bootstrap, and other resampling plans , 1987 .

[5]  B. Efron Nonparametric estimates of standard error: The jackknife, the bootstrap and other methods , 1981 .

[6]  N. L. Johnson,et al.  Distributional and Inferential Properties of Process Capability Indices , 1992 .

[7]  A. Bissell How Reliable is Your Capability Index , 1990 .

[8]  Gary S. Wasserman,et al.  A note on the conservative nature of the tables of lower confidence limits for cpk with a suggested correction , 1992 .

[9]  Russell A. Boyles,et al.  The Taguchi capability index , 1991 .

[10]  B. Efron Bootstrap Methods: Another Look at the Jackknife , 1979 .

[11]  Fred A. Spiring,et al.  A New Measure of Process Capability: Cpm , 1988 .

[12]  Youn Min Chou,et al.  Lower confidence limits on process capability indices. , 1990 .

[13]  LeRoy A. Franklin,et al.  Bootstrap confidence interval estimates of cpk: an introduction , 1991 .

[14]  Robert Tibshirani,et al.  Bootstrap Methods for Standard Errors, Confidence Intervals, and Other Measures of Statistical Accuracy , 1986 .

[15]  L. Franklin,et al.  Bootstrap Lower Confidence Limits for Capability Indices , 1992 .

[16]  B. Efron Bootstrap confidence intervals for a class of parametric problems , 1985 .