emulator

Bayesian Emulation of Computer Programs

CRAN Package

Allows one to estimate the output of a computer program, as a function of the input parameters, without actually running it. The computer program is assumed to be a Gaussian process, whose parameters are estimated using Bayesian techniques that give a PDF of expected program output. This PDF is conditional on a training set of runs, each consisting of a point in parameter space and the model output at that point. The emphasis is on complex codes that take weeks or months to run, and that have a large number of undetermined input parameters; many climate prediction models fall into this class. The emulator essentially determines Bayesian posterior estimates of the PDF of the output of a model, conditioned on results from previous runs and a user-specified prior linear model. The package includes functionality to evaluate quadratic forms efficiently.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 1,833 times in the last 30 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 112 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
82 downloadsMar 3, 2025
71 downloadsMar 4, 2025
76 downloadsMar 5, 2025
82 downloadsMar 6, 2025
77 downloadsMar 7, 2025
26 downloadsMar 8, 2025
23 downloadsMar 9, 2025
106 downloadsMar 10, 2025
92 downloadsMar 11, 2025
56 downloadsMar 12, 2025
50 downloadsMar 13, 2025
69 downloadsMar 14, 2025
56 downloadsMar 15, 2025
12 downloadsMar 16, 2025
43 downloadsMar 17, 2025
91 downloadsMar 18, 2025
65 downloadsMar 19, 2025
86 downloadsMar 20, 2025
43 downloadsMar 21, 2025
27 downloadsMar 22, 2025
24 downloadsMar 23, 2025
54 downloadsMar 24, 2025
58 downloadsMar 25, 2025
89 downloadsMar 26, 2025
69 downloadsMar 27, 2025
71 downloadsMar 28, 2025
11 downloadsMar 29, 2025
59 downloadsMar 30, 2025
53 downloadsMar 31, 2025
112 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
11
112

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 18,143 times in the last 365 days. The downloads are officially high enough to crash an underfunded departmental server. Quite an accomplishment! The day with the most downloads was Feb 11, 2025 with 134 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends1 package
  • Suggests2 packages
  • Reverse Depends4 packages
  • Reverse Imports6 packages
  • Reverse Suggests1 package