Principal component analysis: Most favourite tool in chemometrics

被引:0
|
作者
Kumar K. [1 ]
机构
[1] Institute for Wine Analysis and Beverage Research, Hochschule, Geisenheim University, Geisenheim
关键词
Chemometrics; chromatography; classification; pattern recognition; principal component analysis;
D O I
10.1007/s12045-017-0523-9
中图分类号
学科分类号
摘要
Principal component analysis (PCA) is the most commonly used chemometric technique. It is an unsupervised pattern recognition technique. PCA has found applications in chemistry, biology, medicine and economics. The present work attempts to understand how PCA work and how can we interpret its results. © 2017, Indian Academy of Sciences.
引用
收藏
页码:747 / 759
页数:12
相关论文
共 50 条
  • [41] Determination of the active principle in a syrup by spectrophotometry and principal component regression analysis -: An advanced undergraduate experiment involving chemometrics
    Ribone, MÉ
    Pagani, AP
    Olivieri, AC
    Goicoechea, HC
    JOURNAL OF CHEMICAL EDUCATION, 2000, 77 (10) : 1330 - 1333
  • [42] Anomaly Detection Based on Kernel Principal Component and Principal Component Analysis
    Wang, Wei
    Zhang, Min
    Wang, Dan
    Jiang, Yu
    Li, Yuliang
    Wu, Hongda
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2019, 463 : 2222 - 2228
  • [43] Exploration of Principal Component Analysis: Deriving Principal Component Analysis Visually Using Spectra
    Beattie, J. Renwick
    Esmonde-White, Francis W. L.
    APPLIED SPECTROSCOPY, 2021, 75 (04) : 361 - 375
  • [44] Anomaly detection based on kernel principal component and principal component analysis
    Wang, Wei
    Zhang, Min
    Wang, Dan
    Jiang, Yu
    Li, Yuliang
    Wu, Hongda
    Lecture Notes in Electrical Engineering, 2019, 463 : 2222 - 2228
  • [45] Discrimination of milk species based on physico-chemical properties and chemometrics: application of principal component analysis and canonical discriminant analysis
    Lamiae alami
    Aimen El Orche
    Manar Otmani
    Omar Elhamdaoui
    Mustapha Bouatia
    Journal of Food Measurement and Characterization, 2023, 17 : 5175 - 5184
  • [46] Love is the Most Favourite Word in Britain
    金慧婷
    语数外学习(高中版高三年级), 2007, (07) : 47 - 47
  • [47] Discrimination of milk species based on physico-chemical properties and chemometrics: application of principal component analysis and canonical discriminant analysis
    Alami, Lamiae
    El Orche, Aimen
    Otmani, Manar
    Elhamdaoui, Omar
    Bouatia, Mustapha
    JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION, 2023, 17 (05) : 5175 - 5184
  • [48] 关于My Most Favourite Programme
    陈万高
    现代外语, 1996, (03) : 70 - 71
  • [49] Euler Principal Component Analysis
    Liwicki, Stephan
    Tzimiropoulos, Georgios
    Zafeiriou, Stefanos
    Pantic, Maja
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2013, 101 (03) : 498 - 518
  • [50] Abstract principal component analysis
    Li TianJiang
    Du Qiang
    SCIENCE CHINA-MATHEMATICS, 2013, 56 (12) : 2783 - 2798