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vignettes/dgpsi.Rmd

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`dgpsi` provides a flexible toolbox for Gaussian process (GP), deep Gaussian process (DGP) and linked (D)GP emulations. In this guide, we show how to use the package to emulate a step function with a three-layered DGP structure. There are other examples showing the functionality of the package in [`Articles`](https://mingdeyu.github.io/dgpsi-R/dev/articles/index.html) on the package website, and how to customize a DGP structure. A comprehensive reference of available functions is documented in [`Reference`](https://mingdeyu.github.io/dgpsi-R/dev/reference/index.html) section of the package website.
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`dgpsi` provides a flexible toolbox for Gaussian process (GP), deep Gaussian process (DGP) and linked (D)GP emulations. In this guide, we show how to use the package to emulate a step function with a three-layered DGP structure. There are other examples showing the functionality of the package in [`Articles`](https://mingdeyu.github.io/dgpsi-R/articles/index.html) on the package website, and how to customize a DGP structure. A comprehensive reference of available functions is documented in [`Reference`](https://mingdeyu.github.io/dgpsi-R/reference/index.html) section of the package website.
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## Load the package
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vignettes/seq_design.Rmd

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This vignette shows how to use the package to sequentially enrich the design for adaptive improvements of a DGP emulator, and requires an installation of the development version:
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```{r}
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devtools::install_github('mingdeyu/dgpsi-R')
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```
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which will invoke the installation of the development version of the Python environment after executing `init_py()` the first time.
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This vignette shows how to use the package to sequentially enrich the design for adaptive improvements of a DGP emulator.
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## Load the packages
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### See also
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See [`Sequential Design II`](https://mingdeyu.github.io/dgpsi-R/dev/articles/seq_design_2.html) for the sequential design of a bundle of DGP emulators with automatic terminations.
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See [`Sequential Design II`](https://mingdeyu.github.io/dgpsi-R/articles/seq_design_2.html) for the sequential design of a bundle of DGP emulators with automatic terminations.
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### References
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vignettes/seq_design_2.Rmd

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This vignette shows how to use the package to sequentially refine a bundle of DGP emulators, each of which emulates an output of a simulator. To run this vignette, an installation of the development version of `dgpsi` is required:
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```{r}
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devtools::install_github('mingdeyu/dgpsi-R')
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```
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which will invoke the installation of the development version of the Python environment after executing `init_py()` the first time.
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This vignette shows how to use the package to sequentially refine a bundle of DGP emulators, each of which emulates an output of a simulator.
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## Load the packages
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### See also
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See [`Sequential Design I`](https://mingdeyu.github.io/dgpsi-R/dev/articles/seq_design.html) for the sequential design of a DGP emulator on a 2D simulator.
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See [`Sequential Design I`](https://mingdeyu.github.io/dgpsi-R/articles/seq_design.html) for the sequential design of a DGP emulator on a 2D simulator.

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