propeller.selection
Propeller includes many kinds of genetic operators to select parents within the population such as tournament selection, lexicase selection, and epsilon lexicase selection.
epsilon-lexicase-selection
(epsilon-lexicase-selection pop argmap)
Selects an individual from the population using epsilon-lexicase selection. Epsilon lexicase selection follows the same process as lexicase selection except, for a test case, only individuals with an error outside of a predefined epsilon are filtered.
epsilon-list
(epsilon-list pop)
List of epsilons for each training case based on median absolute deviation of errors.
fitness-proportionate-selection
(fitness-proportionate-selection pop argmap)
Selects an individual from the population using a fitness proportionate selection.
lexicase-selection
(lexicase-selection pop argmap)
Selects an individual from the population using lexicase selection. Lexicase parent selection filters the population by considering one random training case at a time, eliminating any individuals with errors for the current case that are worse than the best error in the selection pool, until a single individual remains.
motley-batch-lexicase-selection
(motley-batch-lexicase-selection pop argmap)
Selects an individual from the population using motley batch lexicase selection. Cases are combined in random collections of max size (:max-batch-size argmap).
select-parent
(select-parent pop argmap)
Selects a parent from the population using the specified method.
tournament-selection
(tournament-selection pop argmap)
Selects an individual from the population using tournaments of tournament-size by taking the individual in the tournament with the lowest :total-error.