Bibliographic Details
| Title: |
On the Selection of the Bandwidth Parameter for the k-Chart. |
| Authors: |
Weese, Maria L., Martinez, Waldyn G., Jones ‐ Farmer, L. Allison |
| Source: |
Quality & Reliability Engineering International; Nov2017, Vol. 33 Issue 7, p1527-1547, 21p |
| Subject Terms: |
DESCRIPTIVE statistics, GAUSSIAN distribution, PARAMETERS (Statistics), KERNEL (Mathematics), SIMULATION methods & models |
| Abstract: |
The k-chart, based on support vector data description, has received recent attention in the literature. We review four different methods for choosing the bandwidth parameter, s, when the k-chart is designed using the Gaussian kernel. We provide results of extensive Phase I and Phase II simulation studies varying the method of choosing the bandwidth parameter along with the size and distribution of sample data. In very limited cases, the k-chart performed as desired. In general, we are unable to recommend the k-chart for use in a Phase I or Phase II process monitoring study in its current form. Copyright © 2017 John Wiley & Sons, Ltd. [ABSTRACT FROM AUTHOR] |
|
Copyright of Quality & Reliability Engineering International is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) |
| Database: |
Complementary Index |
Full Text Finder 
Nájsť tento článok vo Web of Science