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Day 1
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Section 1 |
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Introduction to Factorial Design |
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- Brief description of factorial design
- The factorial design planning process
- Basics of factorial design (microwave popcorn)
- Multiple response optimization
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| Lunch |
Section 2 |
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Enhancements for Full Factorials |
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- Replicated full factorial (mouse cell assay)
- 28 full factorial (assay contaminants)
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Section 3 |
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Fractional Factorials |
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- Fractional factorials
- 28-2 fractional factorial (assay contaminants)
- Setup and aliases
- Minimum-run resolution V (MR5) designs
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General Factorials |
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- Immunofluorescent assay optimization
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| Day 2 |
Section 4 |
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Introduction to Response Surface Design |
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- Factorial with center points (bench assay)
- Introducing Response Surface Methods “RSM”
- Augmenting to central composite design “CCD”
- “Good” response surface designs
- Sizing for precision
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Section 5 |
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Response Surface Methodology |
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- Instructor-led exercise (microwave digestion)
- Building the design
- Details of analysis
- Optimization
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| Lunch |
Section 6 |
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Advanced Techniques |
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User-Defined Response Surface
- "Titration" curve (mouse cell assay revisited)
Split Plot
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Section 7 |
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Introduction to Mixture Design |
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- What makes a mixture?
- Mixture (Scheffé) polynomials
- Simplex lattice designs (low cost media)
- Constrained mixture (moisture determination)
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Section 8 |
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Combined Mixture-Process Design |
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Summary
- Next steps
- Optional exercise: optimize your assay
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