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| Title | EATME: An R package for EWMA control charts with adjustments of measurement error |
| Creator | 陳立榜;林政寬 Chen, Li-Pang;Lin, Cheng-Kuan |
| Contributor | 統計系 |
| Date | 2024-10 |
| Date Issued | 17-Jan-2025 10:50:12 (UTC+8) |
| Summary | In this paper, we introduce an R package EATME, which is known as Exponentially weighted moving average (EWMA) control chart with Adjustments To Measurement Error. The main purpose of this package is to correct for measurement error effects in continuous or binary random variables and develop the corrected control charts based on the EWMA statistic. In addition, the corrected control charts can detect out-of-control process accurately. The package contains a function to generate synthetic data and includes functions to determine the reasonable coefficient of control limit as well as estimate average run length. Moreover, for the visualization, we also provide the control charts to show the monitoring of in-control and out-of-control process. Finally, the functions in this package are clearly demonstrated, and numerical studies show the validity of the package. |
| Relation | PLoS ONE, Vol.19, No.10, e0308828, pp.1-23 |
| Type | article |
| DOI | https://doi.org/10.1371/journal.pone.0308828 |
| dc.contributor | 統計系 | |
| dc.creator (作者) | 陳立榜;林政寬 | |
| dc.creator (作者) | Chen, Li-Pang;Lin, Cheng-Kuan | |
| dc.date (日期) | 2024-10 | |
| dc.date.accessioned | 17-Jan-2025 10:50:12 (UTC+8) | - |
| dc.date.available | 17-Jan-2025 10:50:12 (UTC+8) | - |
| dc.date.issued (上傳時間) | 17-Jan-2025 10:50:12 (UTC+8) | - |
| dc.identifier.uri (URI) | https://nccur.lib.nccu.edu.tw/handle/140.119/155258 | - |
| dc.description.abstract (摘要) | In this paper, we introduce an R package EATME, which is known as Exponentially weighted moving average (EWMA) control chart with Adjustments To Measurement Error. The main purpose of this package is to correct for measurement error effects in continuous or binary random variables and develop the corrected control charts based on the EWMA statistic. In addition, the corrected control charts can detect out-of-control process accurately. The package contains a function to generate synthetic data and includes functions to determine the reasonable coefficient of control limit as well as estimate average run length. Moreover, for the visualization, we also provide the control charts to show the monitoring of in-control and out-of-control process. Finally, the functions in this package are clearly demonstrated, and numerical studies show the validity of the package. | |
| dc.format.extent | 108 bytes | - |
| dc.format.mimetype | text/html | - |
| dc.relation (關聯) | PLoS ONE, Vol.19, No.10, e0308828, pp.1-23 | |
| dc.title (題名) | EATME: An R package for EWMA control charts with adjustments of measurement error | |
| dc.type (資料類型) | article | |
| dc.identifier.doi (DOI) | 10.1371/journal.pone.0308828 | |
| dc.doi.uri (DOI) | https://doi.org/10.1371/journal.pone.0308828 |