Three-way principal component analysis applied to food analysis: an example

被引：53
|
作者：
Pravdova, V
Boucon, C
de Jong, S
Walczak, B
Massart, DL
机构：
[1] Free Univ Brussels, ChemoAC, FABI, B-1090 Brussels, Belgium
[2] Unilever Res Labs Vlaardingen, NL-3130 AC Vlaardingen, Netherlands
来源：
ANALYTICA CHIMICA ACTA | 2002年 / 462卷 / 02期
关键词：
n-way PCA; Tucker3; model; PARAFAC model; Maillard reaction;
D O I：
10.1016/S0003-2670(02)00318-5
中图分类号：
O65 [分析化学];
学科分类号：
070302 ; 081704 ;
摘要：
The purpose of the study is to show how the interpretation of a complex multivariate data array can significantly be improved by the application of N-way principal component analysis (PCA). Two food related three-way data sets were studied; a sensory and a chromatographic data array. The Parafac and the Tucker3 models were applied and results were compared. Both N-way models presented here allow visualization of the data structure and give detailed information about the data set, notably allowing to understand relationships between objects and variables. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码：133 / 148
页数：16
相关论文
共 50 条
  • [41] Cluster Analysis of Three-Way Atmospheric Data
    Morlini, Isabella
    Orlandini, Stefano
    ADVANCES IN STATISTICAL MODELS FOR DATA ANALYSIS, 2015, : 177 - 189
  • [42] Three-Way Conflict Analysis with Negative Feedback
    Yan, Yucong
    Li, Xiaonan
    ROUGH SETS, PT II, IJCRS 2024, 2024, 14840 : 196 - 209
  • [43] Principal classifications analysis: a method for generating consensus dendrograms and its application to three-way data
    Vichi, M
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 1998, 27 (03) : 311 - 331
  • [44] Decompositions and biplots in three-way correspondence analysis
    Carlier, A
    Kroonenberg, PM
    PSYCHOMETRIKA, 1996, 61 (02) : 355 - 373
  • [45] Formal concept analysis perspectives on three-way conflict analysis
    Lang, Guangming
    Yao, Yiyu
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2023, 152 : 160 - 182
  • [46] Analysis of the Three-Way Decision Rules in Online Learning-Taking a Calculus Course as an Example
    Yang, Songlin
    Xu, Ting
    Shao, Yongcun
    INTERNATIONAL JOURNAL OF FUZZY LOGIC AND INTELLIGENT SYSTEMS, 2022, 22 (02) : 202 - 212
  • [47] Strontium ferrite as a three-way catalyst component
    Shaula, A. L.
    Karavai, O. V.
    Ivanova, Yu. A.
    Mikhalev, S. M.
    Tarelho, L. A. C.
    MATERIALS LETTERS, 2018, 216 : 273 - 276
  • [48] THE METAL COMPONENT ANALYSIS AND ENVIRONMENTAL RISK ASSESSMENT OF SPENT AUTOMOTIVE THREE-WAY CATALYSTS IN CHINA
    Zhang, Wei
    Shen, Chuansong
    Yang, Ji
    Qiu, Zhaofu
    Cao, Limei
    FRESENIUS ENVIRONMENTAL BULLETIN, 2016, 25 (05): : 1598 - 1608
  • [49] A three-way principal factor analysis for assessing the time variability of freshwaters related to a municipal water supply
    Barbieri, P
    Adami, G
    Piselli, S
    Gemiti, F
    Reisenhofer, E
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2002, 62 (01) : 89 - 100
  • [50] PRINCIPAL COMPONENT ANALYSIS APPLIED TO A SET OF SPECTRAL VARIABLES
    FLOS, J
    INVESTIGACION PESQUERA, 1978, 42 (01): : 53 - 64
12345