Sensory analysis via multi-block multivariate additive PLS splines

Rosaria Lombardo; Pietro Amenta; Myrtille Vivien; Robert Sabatier

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Sensory analysis via multi-block multivariate additive PLS splines

机译：通过多块多元加性PLS样条进行感官分析

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摘要

In the last decade, much effort has been spent on modelling dependence between sensory variables and chemical-physical ones, especially when observed at different occasions/spaces/times or if collected from several groups (blocks) of variables. In this paper, we propose a nonlinear generalization of multi-block partial least squares with the inclusion of variable interactions. We show the performance of the method on a known data set.

机译：在过去的十年中，在建模感官变量与化学物理变量之间的依赖关系方面已花费了很多精力，尤其是在不同的场合/空间/时间观察到的变量或从几组（块）变量中收集到的变量时。在本文中，我们提出了包含可变相互作用的多块偏最小二乘的非线性推广。我们展示了该方法在已知数据集上的性能。

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来源
《Journal of applied statistics》 |2012年第4期|p.731-743|共13页
作者
Rosaria Lombardo; Pietro Amenta; Myrtille Vivien; Robert Sabatier;
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作者单位

Department of Management, Accounting and Quantitative Methods, Economics Faculty, Second University of Naples, Capua CE 81043, Italy;

Department of Analysis of Economic and Social Systems, University of Sannio, Benevento BN 81024, Italy;

Laboratoire de Physique Industrielle et Traitement de l'Information, EA2415, Faculte de Pharmacie, 34093 Montpellier Cedex 5, France;

Laboratoire de Physique Industrielle et Traitement de l'Information, EA2415, Faculte de Pharmacie, 34093 Montpellier Cedex 5, France;

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正文语种 eng
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关键词
multivariate additive partial least-squares splines; multi-block analysis; sensorial and chemical-physical variables;

机译：多元加法偏最小二乘样条;多块分析;感官和化学物理变量;

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专利

1. The analysis of sensory and chemical-physical variables via multivariate additive PLS splines. [J] . Lombardo R. Food Quality and Preference . 2011,第8期

机译：通过多元加性PLS样条对感官和化学物理变量进行分析。
2. The analysis of sensory and chemical-physical variables via multivariate additive PLS splines. [J] . Lombardo R. Food Quality and Preference . 2011,第8期

机译：通过多元加性PLS样条对感官和化学物理变量进行分析。
3. Application of Multivariate Analysis to the Effects of Additives on Chemical and Sensory Quality of Stored Coffee Brew [J] . Monica PEREZ-MARTINEZ, Patricia Sopelana, M. Paz de Pena Journal of Agricultural and Food Chemistry . 2008,第24期

机译：多元分析在添加剂对咖啡渣化学和感官品质的影响中的应用
4. Regression Splines for Multivariate Additive Modeling [C] . Jean-Francois Durand Conference of the International Federation of Classification Societies;IFCS-96 . 1998

机译：多元加性建模的回归样条
5. A multivariate analysis of frontal plane postural sway: Postural coordination as modified by sensory condition and aging. [D] . Gobert, Denise. 2000

机译：额叶体位摆动的多变量分析：体位协调受感官状况和衰老的影响。
6. A Multi-Block Multivariate Analysis to Explore the Influence of the Somatic Maturation in Youth Basketball [O] . Jorge Arede, Irene Oliveira, Miguel-Angel Ángel Gomez, 2021

机译：多块多变量分析探讨青少年篮球体细胞成熟的影响
7. Application of multivariate analysis to the effects of additives on chemical and sensory quality of stored coffee brew [O] . Perez-Martinez, M. (Mónica), Sopelana, P. (Patricia), Peña, M.P. (María Paz) de, 2008

机译：多元分析在添加剂对咖啡粉的化学和感官品质的影响中的应用
8. Parametric and Nonparametric (MARS; Multivariate Additive Regression Splines)Logistic Regressions for Prediction of a Dichotomous Response Variable with an Example for Presence/Absence of an Amphibian [R] . Nash, M. S., Bradford, D. 2001

机译：参数和非参数（maRs;多元加法回归样条）用于预测二分类响应变量的Logistic回归，以及两栖动物存在/不存在的示例

Sensory analysis via multi-block multivariate additive PLS splines

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