| Multivariate response surface modelling by principal components analysis |
Bratchell |
1989 |
|
| PLS regression methods |
Höskuldsson |
1988 |
|
| Multi-way principal components- and PLS-analysis |
Wold, Geladi, Esbensen and Öhman |
1987 |
|
| Dealing with missing data in MSPC: several methods, different interpretations, some examples |
Arteaga and Ferrer |
2002 |
|
| Modelling of multi-block data |
Höskuldsson and Svinning |
2006 |
|
| A framework for sequential multiblock component methods |
Smilde, Westerhuis and de Jong |
2003 |
|
| Predictive ability of regression models. Part I: Standard deviation of prediction errors (SDEP) |
Cruciani, Baroni, Clementi, Costantino, Riganelli and Skagerberg |
1992 |
|
| Centering and scaling in component analysis |
Bro and Smilde |
2003 |
|
| A multiblock partial least squares algorithm for investigating complex chemical systems |
Wangen and Kowalski |
1989 |
|
| PLS works |
Bro and Eldén |
2009 |
|
| Multivariate exploratory data analysis and graphics: a tutorial |
Weihs |
1993 |
|
| Variable selection in regression - a tutorial |
Andersen and Bro |
2010 |
|
| Some common misunderstandings in chemometrics |
Kjeldahl and Bro |
2010 |
|
| A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithm |
Rännar, Lindgren, Geladi and Wold |
1994 |
|
| A PLS kernel algorithm for data sets with many variables and few objects. Part II: Cross-validation, missing data and examples |
Rännar, Geladi, Lindgren and Wold |
1995 |
|
| The kernel algorithm for PLS |
Lindgren, Geladi and Wold |
1993 |
|
| Kernel-based PLS regression; cross-validation and applications to spectral data |
Lindgren, Geladi and Wold |
1994 |
|
| Principles of proper validation: use and abuse of re-sampling for validation |
Esbensen and Geladi |
2010 |
|
| Robust methods for partial least squares regression |
Hubert and Vanden Branden |
2003 |
|
| Notes on the history and nature of partial least squares (PLS) modelling |
Geladi |
1988 |
|
| A combined theory for PCA and PLS |
Höskuldsson |
1995 |
|
| Scatter plotting in multivariate data analysis |
Geladi, Manley and Lestander |
2003 |
|
| Analysis of multiblock and hierarchical PCA and PLS models |
Westerhuis, Kourti and MacGregor |
1998 |
|
| Improved PLS algorithms |
Dayal and MacGregor |
1997 |
|
| Interpretation of regression coefficients under a latent variable regression model |
Burnham, MacGregor and Viveros-Aguilera |
2001 |
|