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THE CONTROL CHART FOR INDIVIDUAL OBSERVATIONS FROM A MULTIVARIATE NON-NORMAL DISTRIBUTION
- Source :
- Communications in Statistics - Theory and Methods. 30:1937-1949
- Publication Year :
- 2001
- Publisher :
- Informa UK Limited, 2001.
-
Abstract
- The Hotelling's T2statistic has been used in constructing a multivariate control chart for individual observations. In Phase II operations, the distribution of the T2statistic is related to the F distribution provided the underlying population is multivariate normal. Thus, the upper control limit (UCL) is proportional to a percentile of the F distribution. However, if the process data show sufficient evidence of a marked departure from multivariate normality, the UCL based on the F distribution may be very inaccurate. In such situations, it will usually be helpful to determine the UCL based on the percentile of the estimated distribution for T2. In this paper, we use a kernel smoothing technique to estimate the distribution of the T2statistic as well as of the UCL of the T2chart, when the process data are taken from a multivariate non-normal distribution. Through simulations, we examine the sample size requirement and the in-control average run length of the T2control chart for sample observations taken f...
- Subjects :
- Statistics and Probability
Univariate distribution
Inverse-Wishart distribution
Statistics
Econometrics
Hotelling's T-squared distribution
Matrix normal distribution
Multivariate normal distribution
Multivariate t-distribution
Multivariate stable distribution
Mathematics
Normal-Wishart distribution
Subjects
Details
- ISSN :
- 1532415X and 03610926
- Volume :
- 30
- Database :
- OpenAIRE
- Journal :
- Communications in Statistics - Theory and Methods
- Accession number :
- edsair.doi...........57f2e16b5aab28016067d7a31e055c9a
- Full Text :
- https://doi.org/10.1081/sta-100105706