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Some Views on Multi‐criteria Methods for Data Analysis

Many data analysis methods actually combine optimization of several criteria. In this paper, a framework is offered for categorizing such multi‐criteria methods. In particular, it categorizes multiset and three‐way analysis… Click to show full abstract

Many data analysis methods actually combine optimization of several criteria. In this paper, a framework is offered for categorizing such multi‐criteria methods. In particular, it categorizes multiset and three‐way analysis methods as well as penalized methods and combinations thereof. The framework aims to stimulate critical evaluation of methods and reflection on the purpose of methods and, by signaling gaps, to help the development of new data analysis methods.

Keywords: multi criteria; analysis methods; analysis; criteria methods; views multi; data analysis

Journal Title: Journal of Chemometrics
Year Published: 2024

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