.. _ExplorationObjective: Exploration objective --------------------- The objective is to learn the global behaviour of a target variable by exploring regions with maximal uncertainty. .. _ActiveLearning.Explorer.name: name (str) """""""""" The name of the objective. Default: ``"objective"`` .. _ActiveLearning.Explorer.variable: variable (str) """""""""""""" The name of a single-output variable that specifies the objective value. Default: The first variable in the list of all variables. .. _ActiveLearning.Explorer.penalize_boundaries: penalize_boundaries (bool) """""""""""""""""""""""""" If true, the uncertainty is penalized by a small distance to the domain boundary. Default: ``false`` .. _ActiveLearning.Explorer.min_uncertainty: min_uncertainty (float) """"""""""""""""""""""" The study is stopped if the uncertainty (square root of variance) of the objective at the last 5 sampling points was below ``min_uncertainty``. Default: ``0.0``