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The main aim of this article is to review and discuss two particular topics of statistical process monitoring: the need for a nonparametric approach to Phase I analysis and the use of variable selection–based control charts in multivariate Phase II monitoring. After discussing a number of critical issues related to these topics, I present recently proposed solutions and summarize several research problems that require further investigation.
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Giovanna Capizzi (2014) studied this question.
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