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Mixture Design Using Coordinate Exchange Bradley Jones.

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Presentation on theme: "Mixture Design Using Coordinate Exchange Bradley Jones."— Presentation transcript:

1 Mixture Design Using Coordinate Exchange Bradley Jones

2 Outline Technical Hurdles for Coordinate Exchange applied to Mixture Experimentation. Demonstration.

3 Technical Hurdles Find a feasible starting design. Non-independence of mixture factors.

4 Finding a starting design For each point: If the point satisfies the constraints keep it. Otherwise keep projecting the point onto the nearest constraint until all constraints are satisfied.

5 Non-independence of Mixture Factors Usually coordinate exchange works by considering only one coordinate at a time. This is impossible for mixtures. Solution: Move only in the Cox direction. Find best improvement in determinant.

6 Technical Hurdles for Coordinate Exchange applied to Mixture Experimentation. Demonstration. Outline

7 Demonstration Set Up Consider three mixture components. Require that no component comprise more than 50% of the mixture. Create a six run design to fit an interactions model.

8 Coordinate Exchange Demo

9 JMP DOE Demo #5 Continued

10 Conclusion The Coordinate Exchange Algorithm with modification can find D-optimal Mixture Designs. The resulting algorithm is comparatively fast especially as the number of mixture components increases.


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