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TUESDAY
Tip of the Week:

April 23rd, 2019
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Tools such as Effect Estimates, Morris Analysis, and Sobol Analysis are found under ‘Proxy Analysis’ in the Objective Functions portion of the CMOST AI dashboard.
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The table below lists key differences between the methods, depending on your analysis requirements:
Effect Estimates
Morris Analysis
Sobol Analysis
Applicable for polynomial regression proxy
Applicable for neural network proxy n/a
Indicate effects in terms of absolute values n/a n/a
Indicate negative/positive effects n/a n/a
Indicate effects in terms of absolute mean and standard deviation n/a n/a
Indicate effects in terms of percentage of variance n/a n/a
Aggregate all effects (linear, non-linear, interaction) into one indicator n/a n/a

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