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frankderuyck
Level VII

PLS Modeling with mixture components

I made a PLS on a 6 component mixture; as Design Roles I specified all components as mixture;

However, when maximizing desirability to find optimal composition, the profiler does not treat the  factors as mixture components cfr. below; 

frankderuyck_0-1765882112152.png

How to switch the PLS factors to mixture components?

Will this also the case when I use ML predictive modeling? 

2 ACCEPTED SOLUTIONS

Accepted Solutions
Victor_G
Super User

Re: PLS Modeling with mixture components

Hi Franck,

See my answer on your other post: https://community.jmp.com/t5/Discussions/SVEM-ADD-IN-FOR-SUPPORT-VECTOR-MACHINE/m-p/919885/highlight...

Maybe the "Mixture" column property is missing for these mixture factors, so JMP doesn't know to which quantity/value these factors should sum up to ? This would explain why you can get mixture factors sum value > 1. 

Victor GUILLER

"It is not unusual for a well-designed experiment to analyze itself" (Box, Hunter and Hunter)

View solution in original post

Re: PLS Modeling with mixture components

Can you verify that your mixture columns have a Mixture column property? The mixture constraint is reflected in the profiler when using PLS (and Bootstrap Forest, per your ML question) in the Donev Mixture Data sample data file, which has mixture constraints set up as column properties.

Jed_Campbell_0-1765901735795.png

 

View solution in original post

3 REPLIES 3
Victor_G
Super User

Re: PLS Modeling with mixture components

Hi Franck,

See my answer on your other post: https://community.jmp.com/t5/Discussions/SVEM-ADD-IN-FOR-SUPPORT-VECTOR-MACHINE/m-p/919885/highlight...

Maybe the "Mixture" column property is missing for these mixture factors, so JMP doesn't know to which quantity/value these factors should sum up to ? This would explain why you can get mixture factors sum value > 1. 

Victor GUILLER

"It is not unusual for a well-designed experiment to analyze itself" (Box, Hunter and Hunter)

Re: PLS Modeling with mixture components

Can you verify that your mixture columns have a Mixture column property? The mixture constraint is reflected in the profiler when using PLS (and Bootstrap Forest, per your ML question) in the Donev Mixture Data sample data file, which has mixture constraints set up as column properties.

Jed_Campbell_0-1765901735795.png

 

frankderuyck
Level VII

Re: PLS Modeling with mixture components

Hi Jed & Victor, indeed this is missing, thanks a lot!

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