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The methods for creation of the initial population include:<ref>{{cite journal |last1=Walker |first1=Matthew |title=Introduction to Genetic Programming |journal=Massey University |date=2001}}</ref>
* '''Grow''' creates the individuals sequentially. Every GP tree is created starting from the root, creating functional nodes with children as well as terminal nodes up to a certain depth.
* '''Full''' is similar to the ''Grow''. The difference is that all brunches in a tree are of same predetermined depth.
* '''Ramped half-and-half''' creates a populations consisting of <math>md-1</math> parts and a maximum depth of <math>md</math> for its trees. The first part has a maximum depth of 2, second of 3 and so on up to the <math>md-1</math>-th part with maximum depth <math>md</math>. Half of every part is created by ''Grow'', while the other part is created by ''Full''.
===Selection===
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