Description of the parameters to search for. Used to perform mapping from [0,1] to actual parameter values.
Seed for the sampling
Prior evaluations (typically created by the previous model evaluation, eg. yesterday model)
Optimizer to use for sampling.
Creates optimizer given the problem description.