IntervalMasked

class aixd.data.IntervalMasked(min_value: float | int = 0, max_value: float | int = 1, type: str = 'real', options: List[int] | List[float] | None = None)

Bases: Interval

A domain that allows to define an interval with several options/masks, not in the interval. Can be used to define a masked interval, e.g., [1.2, 2.2] with 0 as options/mask.

For an example usage of this domain, refer to the Semiramis example in the documentation.

Parameters:

• min_value (Union[float, int], optional, default=0) – The minimum value of the interval.

• max_value (Union[float, int], optional, default=1) – The maximum value of the interval.

• type (str, optional, default=”real”) – The type of the domain. Can be “real” or “integer”, defining whether the interval is defined on the real or integer numbers.

• options (List, optional, default=None) – The list of options/masks, not in the interval.

Methods

copy	Returns a copy of the instance.

Inherited Methods

check_domain_consistency	Checks if the data is within the domain.
domain_to_normalised	Maps from a distribution in [self.min_val, self.max_val] to [0, 1].
grid_samples	Returns samples chosen with grid sampling from the domain.
normalised_to_domain	Maps from a distribution in [0, 1] to [self.min_val, self.max_val]
random_samples	Returns samples chosen with random sampling from the domain.
sample_around	Returns samples chosen with a sample around strategy from the domain.
update_domain	Updates the domain according to the given data.