opytimizer.optimizers.social.ci¶

Cohort Intelligence.

class opytimizer.optimizers.social.ci.CI(params: Optional[Dict[str, Any]] = None)¶

A CI class, inherited from Optimizer.

This is the designed class to define CI-related variables and methods.

References

A. J. Kulkarni, I. P. Durugkar, M. Kumar. Cohort Intelligence: A Self Supervised Learning Behavior. IEEE International Conference on Systems, Man, and Cybernetics (2013).

__init__(params: Optional[Dict[str, Any]] = None) → None¶

Initialization method.

Parameters:	params – Contains key-value parameters to the meta-heuristics.

r¶: Sampling interval reduction factor.

t¶: Number of variations.

lower¶: Array of lower bounds.

upper¶: Array of upper bounds.

compile(space: opytimizer.core.space.Space) → None¶

Compiles additional information that is used by this optimizer.

Parameters:	space – A Space object containing meta-information.

update(space: opytimizer.core.space.Space, function: opytimizer.core.function.Function) → None¶

Wraps Cohort Intelligence over all agents and variables.

Parameters:	space – Space containing agents and update-related information. function – A Function object that will be used as the objective function.