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Supplementary Files:
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Supplement.pdf
Simulate.R
GPfunctions.R
test_functions.R


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Supplement.pdf
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Provides details and results:
1) SOLID algorithm
a. Maximizing AEI using Local Information
b. Choosing the delta parameter
2) Results for Additional Simulation Test Functions
3) R code for Test Functions: Drum, Beach, and Simba

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Simulate.R
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R file to perform one iteration of our simulation study.  The user must include the local directory on their computer in setwd() that includes the GPfunctions.R and test_functions.R files.  The for loop for the four methods corresponds to the additional runs desired.  The results for SOLID are put into a list names Results.SOLID.  The first list layer contains results for each additional run, starting with iteration 0 to iteration Nadd, and finally includes the total time for the algorithm to run.  The list elements of this layer are again lists that include MCMC results, maximization information, AEI information, and LVS information.

Please contact the corresponding author, Jonathan Stallrich, for more information.

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GPfunctions.R
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Includes all functions needed to run Simulate.R.  The R file includes a summary of all functions included.


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test_functions.R
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R file that includes a single function, camel, that simulates noiseless functional values for the functions considered in this paper.  There are many more functions in this file than those considered in this paper.  To reference the functions in this paper and supplementary PDF, use the names:

simba
drum
beach
ackley
micha6
hartmann6

