Open mahynski opened 6 months ago
Here are some examples of different approaches. It would be good to document some examples:
https://nirpyresearch.com/variable-selection-method-pls-python/
https://stats.stackexchange.com/questions/487628/pls-regression-vip-treshold-to-exclude-variables
A comparison of VIP and beta coefficient methods (plus literature citations): doi:10.1016/j.chemolab.2004.12.011. In general it appears that communities use multiple approaches so good to accommodate both if possible.
Another reference: https://docs.tibco.com/pub/stat/14.0.0/doc/html/UsersGuide/GUID-C6F8E458-97C7-4E97-A47B-52E3FCB3874D.html
Also see: Majority scoring with backward elimination in PLS for high dimensional spectrum data by Alenezi, F. et al. Sci Rep. 2021
Here are some examples of different approaches. It would be good to document some examples:
https://nirpyresearch.com/variable-selection-method-pls-python/
https://stats.stackexchange.com/questions/487628/pls-regression-vip-treshold-to-exclude-variables
A comparison of VIP and beta coefficient methods (plus literature citations): doi:10.1016/j.chemolab.2004.12.011. In general it appears that communities use multiple approaches so good to accommodate both if possible.
Another reference: https://docs.tibco.com/pub/stat/14.0.0/doc/html/UsersGuide/GUID-C6F8E458-97C7-4E97-A47B-52E3FCB3874D.html
Also see: Majority scoring with backward elimination in PLS for high dimensional spectrum data by Alenezi, F. et al. Sci Rep. 2021