Title of article
Robust control charts for time series data
Author/Authors
Croux، نويسنده , , Christophe and Gelper، نويسنده , , Sarah and Mahieu، نويسنده , , Koen، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2011
Pages
6
From page
13810
To page
13815
Abstract
This article presents a control chart for time series data, based on the one-step-ahead forecast errors of the Holt–Winters forecasting method. We use robust techniques to prevent that outliers affect the estimation of the control limits of the chart. Moreover, robustness is important to maintain the reliability of the control chart after the occurrence of alarm observations. The properties of the new control chart are examined in a simulation study and on a real data example.
Keywords
CONTROL CHART , Holt–Winters , STATISTICAL PROCESS CONTROL , Non-stationary time series , outlier detection , Robustness
Journal title
Expert Systems with Applications
Serial Year
2011
Journal title
Expert Systems with Applications
Record number
2350481
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