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Original Articles

Sensory analysis via multi-block multivariate additive PLS splines

, , &
Pages 731-743 | Received 13 Nov 2010, Accepted 03 Aug 2011, Published online: 31 Aug 2011

References

  • Blanco , M. , Coello , J. , Iturriaga , H. , Maspoch , S. and Pagès , J. 2000 . NIR calibration in non-linear systems: Different PLS approaches and artificial neural networks . Chemometr. Intell. Lab. Syst. , 50 : 75 – 82 .
  • Derks , E. P.P. , Westerhuis , J. A. , Smilde , A. K. and King , B. M. 2003 . An introduction to multi-block component analysis by means of a flavor language case study . Food Qual. Prefer. , 14 : 497 – 506 .
  • Durand , J. F. 2001 . Local polynomial additive regression through PLS and splines: PLSS . Chemometr. Intell. Lab. Syst. , 58 : 235 – 246 .
  • Durand , J. F. and Sabatier , R. 1997 . Additive splines for partial least squares regression . J. Amer. Statist. Assoc. , 92 : 1546 – 1554 .
  • Escofier , B. and Pagès , J. 1994 . Multiple factor analysis (AFMULT package) . Comput. Statist. Data Anal. , 18 : 121 – 140 .
  • Gonzales , P. L. 1982 . Analyse Statistique de données psycho-sensorielles, These de 3eme cycle, Universite Montpellier II, 1982 .
  • Gower , J. C. 1975 . Generalized procrustes analysis . Psychometrika , 40 : 33 – 51 .
  • Kermadec , F. Huon , Durand , J. F. and Sabatier , R. 1997 . Comparison between linear and nonlinear PLS methods to explain overall liking from sensory characteristics . Food Qual. Prefer. , 8 : 395 – 402 .
  • Lavit , C. , Escoufier , Y. , Sabatier , R. and Traissac , P. 1994 . The ACT (STATIS method) . Comput. Statist. Data Anal. , 18 : 97 – 119 .
  • Leardi , R. 2001 . Genetic algorithms in chemometrics and chemistry: A review . J. Chemometr. , 7 : 559 – 569 .
  • Dien , S. Le and Pagès , J. 2003 . Hierarchical multiple factor analysis: Application to the comparison of sensory profiles . Food Qual. Prefer. , 14 : 397 – 403 .
  • Lombardo , R. 2011 . The analysis of sensory and chemical–physical variables via multivariate additive PLS splines . J. Food Qual. Prefer. , 12 doi:10.1016/j.foodqual.2011.06.002
  • Lombardo , R. , Durand , J. F. and Veaux , R. D. 2009 . Building in multivariate additive partial least-squares splines via the GCV criterion . J. Chemometr. , 23 : 605 – 625 .
  • Lombardo , R. , Durand , J. F. and Faraj , A. 2011 . Iterative design of experiments by non-linear PLS models. A case study: The reservoir simulator data to forecast oil production . J. Classif. , 23 : 113 – 125 .
  • Morand , E. and Pagès , J. 2006 . Procrustes multiple factor analysis to analyse the overall perception of food products . Food Qual. Prefer. , 14 : 182 – 188 .
  • Muteki , K. and MacGregor , J. F. 2007 . Multi-block PLS modeling for L-shape data structures with applications to mixture modeling . Chemometr. Intell. Lab. Syst. , 85 : 186 – 194 .
  • Qannari , E. M. , Courcoux , P. and Maunit , A. 1997 . “ Analyse d'un ensemble de tableaux: Application aux données sensorielles et de préférences ” . In Actes des Vemes Journées Agro-Industrie et Méthodes Statistiques , Versaille .
  • Qin , S. J. and McAvoy , T. J. 1992 . Non-linear PLS modelling using neural networks . Comput. Chem. Eng. , 16 : 379 – 391 .
  • R Development Core Team . 1992 . R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing , Vienna, Austria, 2004. Available at http://www.Rproject.org
  • Smilde , A. K. , Westerhuis , J. A. and Boqué , R. 2000 . Multiway multiblock component and covariates regression models . J. Chemometr. , 14 : 301 – 331 .
  • Vivien , M. 2002 . Approches PLS Linéaires et Non-Linéaires Pour la Modélisation de Multi-Tableaux. Théorie et Applications , France : University of Montpellier I .
  • Vivien , M. and Sabatier , R. 2001 . Une extension multi-tableaux de la régression PLS . Rev. Statist. Appl. , 49 : 31 – 54 .
  • Vivien , M. and Sabatier , R. 2003 . Generalized orthogonal multiple co-inertia analysis(-PLS): New multiblock component and regression methods . J. Chemometr. , 17 : 287 – 301 .
  • Vivien , M. and Sabatier , R. 2008 . MUBRE: An algorithm for multiblock regression. Application in sensory analysis . : 85 – 89 . Proceedings of the 11th meeting of Chemometrics in Analytical Chemistry (CAC 2008), Vol. 3, Montpellier, France, 30 June–4 July, 2008
  • Vivien , M. and Sune , F. 2009 . Two four-way multiblock methods used for comparing two consumer panels of children . Food Qual. Prefer. , 20 : 472 – 481 .
  • Vivien , M. , Verron , T. and Sabatier , R. 2005 . Comparing and predicting sensory profiles from NIRS data: Use of the GOMCIA and GOMCIA-PLS multiblock methods . J. Chemometr. , 19 : 162 – 170 .
  • Westerhuis , J. A. and Smilde , A. K. 2001 . Deflation in multiblock partial least squares . J. Chemometr. , 15 : 485 – 493 .
  • Westerhuis , J. A. , Kourti , T. and MacGregor , J. F. 1998 . Analysis of multiblock and hierarchical PCA and PLS models . J. Chemometr. , 12 : 301 – 321 .
  • Wold , S. 1992 . Non-linear partial least squares modelling. II. Spline inner relation . Chemometr. Intell. Lab. Syst. , 14 : 71 – 84 .
  • Wold , S. , Kettaneh-Wold , N. and Skagerberg , B. 1989 . Non-linear PLS modelling . Chemometr. Intell. Lab. Syst. , 7 : 53 – 65 .

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