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Try the Materials Informatics Toolkit, which is designed to easily handle SMILES data. This and other helpful add-ins are available in the JMP® Marketplace
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Links to Resources for Analyzing and DOE with Binary Data

Links to Resources:

 

Recorded DEVCOM AC Presentation at JMP Discovery Summit in 2016:

Adapting Dynamic Sensitivity Testing With the JMP® Nonlinear DOE Platform for Experiments Involving Generalized Linear Modeling

https://community.jmp.com/t5/Discovery-Summit-2016/Adapting-Dynamic-Sensitivity-Testing-With-the-JMP...

 

DEVCOM AC Sensitivity Testing documents are posted on Prof. Jeff Wu’s webpage here:

https://www2.isye.gatech.edu/~jeffwu/sensitivitytesting/

Sensitivity Testing

Documents:

 

Design of Experiments – A Modern Approach (Wiley, 2019)

By Brad Jones & Doug Montgomery

Chapter 12: Design for Models That Are Nonlinear in the Parameters

https://www.amazon.com/Design-Experiments-Modern-Approach-1st-ebook/dp/B082ZSSFWZ

 

GLMM Addin page in JMP Community.  Download Addin from here.

Generalized Linear Mixed Model Add-in - JMP User Community

This page also contains short video examples by the developer.

 

YouTube Videos on using the JMP GLMM Addin.

Generalized Linear Mixed Models: Part 1 (of 5) - YouTube (24 min)

Generalized Linear Mixed Models: Part 2 (of 5) - YouTube (7 min)

Generalized Linear Mixed Models: Part 3 (of 5) - YouTube (4 min)

Generalized Linear Mixed Models: Part 4 (of 5) - YouTube (27 min) – Poisson Example

Generalized Linear Mixed Models: Part 5 (of 5) - YouTube (9 min) – Binomial Example

 

Video of Decision Threshold in JMP (20 seconds)

https://community.jmp.com/t5/video/gallerypage/video-id/6205301446001