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FloSchuberth / cSEM

Composite-based SEM
https://floschuberth.github.io/cSEM/
GNU General Public License v3.0
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Implement OnPLS #172

Open FloSchuberth opened 5 years ago

FloSchuberth commented 5 years ago

We should implement OnPLS and perhaps we can up with a correction for attenuation similar to PLSc.

FloSchuberth commented 5 years ago

Here some references suggested by Cameron McIntosh:

Löfstedt, T., Hanafi, M., Mazerolles, G., & Trygg, J. (2012). OnPLS path modelling. Chemometrics and Intelligent Laboratory Systems, 118, 139-149.

Löfstedt, T., Hanafi, M., & Trygg, J. (2013). Multiblock and path modeling with OnPLS. In H. Abdi, W. W. Chin, V. Esposito Vinzi, G. Russolillo, & L. Trinchera (Eds.), New perspectives in partial least squares and related methods (Vol. 56, pp. 209-220). New York, NY: Springer. doi:10.1007/978-1-4614-8283-3_14

Löfstedt, T., Hoffman, D., & Trygg, J. (2013). Global, local and unique decompositions in OnPLS for multiblock data analysis. Analytica Chimica Acta, 791, 13-24. doi:10.1016/j.aca.2013.06.026

Löfstedt, T., Eriksson, L.,Wormbs, G., & Trygg, J. (2012). Bi-modal OnPLS. Journal of Chemometrics, 26(6), 236-245. doi:10.1002/cem.2448

Löfstedt, T., & Trygg, J. (2011). OnPLS—A novel multiblock method for the modelling of predictive and orthogonal variation. Journal of Chemometrics, 25(8), 441-455. doi:10.1002/cem.1388