Is core consistency a too conservative diagnostic?

IF 2.3 4区 化学 Q1 SOCIAL WORK
Helene Fog Froriep Halberg, Marta Bevilacqua, Åsmund Rinnan
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引用次数: 1

Abstract

Fluorescence spectroscopy combined with parallel factor analysis (PARAFAC) has successfully been applied for the analysis of food and beverages containing numerous autofluorescent compounds. For the decomposition of such data, it is crucial to establish the PARAFAC model complexity. This is not a trivial matter, especially when the sample complexity increases. Diagnostics are available for assisting the choice of the number of PARAFAC components, such as the core consistency. In this short communication, we show that when it comes to real (complex) data, the core consistency is too conservative and other diagnostic tools must be taken into account. We emphasize that it is imperative to inspect the PARAFAC excitation and emission loadings and assess whether these are chemically meaningful.

Abstract Image

核心一致性诊断是否过于保守?
荧光光谱与平行因子分析(PARAFAC)相结合已成功应用于含有大量自身荧光化合物的食品和饮料的分析。对于此类数据的分解,建立PARAFAC模型的复杂性至关重要。这不是一件小事,尤其是当样本复杂性增加时。诊断可用于帮助选择PARAFAC组件的数量,例如核心一致性。在这次简短的交流中,我们表明,当涉及到真实(复杂)数据时,核心一致性过于保守,必须考虑其他诊断工具。我们强调,必须检查PARAFAC的激发和发射负载,并评估这些负载是否具有化学意义。
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来源期刊
Journal of Chemometrics
Journal of Chemometrics 化学-分析化学
CiteScore
5.20
自引率
8.30%
发文量
78
审稿时长
2 months
期刊介绍: The Journal of Chemometrics is devoted to the rapid publication of original scientific papers, reviews and short communications on fundamental and applied aspects of chemometrics. It also provides a forum for the exchange of information on meetings and other news relevant to the growing community of scientists who are interested in chemometrics and its applications. Short, critical review papers are a particularly important feature of the journal, in view of the multidisciplinary readership at which it is aimed.
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