Examples
The Python scripts and the corresponding notebooks of the examples are located in
\examples
directory.
Example 1
To illustrate how the surmise
’s emulator
object works in practice, we
use the falling ball example.
Example 2
To illustrate how the surmise
’s calibrator
object works in practice, we
use Example 1’s falling ball example.
Example 3
This example is discussed in Chapter 8 in Gramacy, 2020.
It demonstrates how to use surmise
’s emulator
and calibrator
objects.
Example 4
This example illustrates the Bayesian parameter inference of Susceptible-Infected
Recovered (SIR) type epidemic model via surmise
’s emulator
and calibrator
objects.
Although there are many model parameters, we estimated most of them based on the epidemiological studies of COVID-19, and infer only 10 influential parameters in this example.