Partial least squares regression with Curds and Whey

被引：10
|
作者：
Xu, QS
de Jong, S
Lewi, P
Massart, DL
机构：
[1] Free Univ Brussels, Inst Pharmaceut, FABI, ChemoAC, B-1090 Brussels, Belgium
[2] Unilever Res Labs Vlaardingen, NL-3130 AC Vlaardingen, Netherlands
[3] Janssen Pharmaceut NV, CMD, B-2350 Vosselaar, Belgium
来源：
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS | 2004年 / 71卷 / 01期
关键词：
PLS; correlated responses; canonical analysis; Curds and Whey;
D O I：
10.1016/j.chemolab.2003.11.008
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In order to make use of information between correlated responses in calibration, a new PLS method called PLS with Curds and Whey (PLS-C&W) is introduced. It combines PLS regression with a canonical analysis between the PLS estimates and the responses. The estimates are suitably shrunk in the canonical co-ordinate system using generalized cross-validation(GCV). The results obtained from five data sets show that PLS-C&W methods yield calibration models of high prediction ability. (C) 2004 Elsevier BY All rights reserved.
引用
收藏
页码：21 / 31
页数：11
相关论文
共 50 条
  • [41] Deep partial least squares for instrumental variable regression
    Nareklishvili, Maria
    Polson, Nicholas
    Sokolov, Vadim
    APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2023, 39 (06) : 734 - 754
  • [42] A Novel Extension of Kernel Partial Least Squares Regression
    贾金明
    仲伟俊
    JournalofDonghuaUniversity(EnglishEdition), 2009, 26 (04) : 438 - 442
  • [43] A novel extension of kernel partial least squares regression
    Jia, Jin-Ming
    Zhong, Wei-Jun
    Journal of Donghua University (English Edition), 2009, 26 (04) : 438 - 442
  • [44] A REFORMULATION OF THE PARTIAL LEAST-SQUARES REGRESSION ALGORITHM
    YOUNG, PJ
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1994, 15 (01): : 225 - 230
  • [45] Tide modeling using partial least squares regression
    Okwuashi, Onuwa
    Ndehedehe, Christopher
    Attai, Hosanna
    OCEAN DYNAMICS, 2020, 70 (08) : 1089 - 1101
  • [46] Voice Conversion Using Partial Least Squares Regression
    Helander, Elina
    Virtanen, Tuomas
    Nurminen, Jani
    Gabbouj, Moncef
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2010, 18 (05): : 912 - 921
  • [47] An overview on the shrinkage properties of partial least squares regression
    Nicole Krämer
    Computational Statistics, 2007, 22 : 249 - 273
  • [48] PARTIAL LEAST-SQUARES AND CLASSIFICATION AND REGRESSION TREES
    YEH, CH
    SPIEGELMAN, CH
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1994, 22 (01) : 17 - 23
  • [49] Significance regression: A statistical approach to partial least squares
    Control and Dynamical Systems 210-41, California Institute of Technology, Pasadena, CA 91125, United States
    不详
    不详
    Journal of Chemometrics, 11 (04): : 283 - 309
  • [50] Study of partial least squares and ridge regression methods
    Firinguetti, Luis
    Kibria, Golam
    Araya, Rodrigo
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2017, 46 (08) : 6631 - 6644
12345