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Statistical Model Building and Design of Experiments
05 May 2008 | Courses | Contributor(s): Gary Blau
Topics covered in this module include Quantification of Uncertainty in Experimental data and impact on model analysis using Probability Theory Review of Statistics for building Statistical …
http://pharmahub.org/resources/145
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Probability Theory Review
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
For any real system or phenomenon, there will be a certain amount of variability associated with data generated by the system. Probability is the language used to characterize and interpret the …
http://pharmahub.org/resources/147
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Review of Statistics
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
This lecture covers the following topics Difference between statistics and probability Statistical Inference Samples and populations Intro to JMP software package Central limit …
http://pharmahub.org/resources/148
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Single Factor Experiments
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
The purpose of single factor experiments is to: Quantify relationship between a single factor and a single measured or response variable Compare the relative effectiveness of two or more …
http://pharmahub.org/resources/150
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Factorial Experimentation
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
A full factorial experiment is a set of experimental runs such that all levels of a given factor are combined with all levels of every other factor.
http://pharmahub.org/resources/151
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Screening
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
The objectives of this lecture are to: Show how to screen or select the most important main effects with fewer experiments. Show how to construct fractional factorial experiments by …
http://pharmahub.org/resources/152
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Response Surface Methodology
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
This lecture describes response surface models: Models are simple polynomials Include terms for interaction and curvature Coefficients are usually established by regression analysis with a …
http://pharmahub.org/resources/153
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Problems for Statistical Model Building
05 May 2008 | Teaching Materials | Contributor(s): Gary Blau
Scenarios, problem statements, JMP data files, and solutions for the course on Statistical Model Building and Design of Experiments. Scenario 1 is based on a batch reactor system for small molecule …
http://pharmahub.org/resources/175
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Introduction to Model Building
08 May 2008 | Online Presentations | Contributor(s): Gary Blau
Course Background: Initial ideas developed for Pharmaceutical Scientists at the Dow Chemical Plant in Brindisi, Italy (1975) Subsequently evolved into a global course on Process Optimization …
http://pharmahub.org/resources/190