June 26 - 30, 2004
Saturday to Wednesday
Seattle, Washington, USA

 

 

Session:

LBP - Late Breaking Papers

Title:

Control structures in linear and stack-based Genetic Programming

   

Authors:

Elko B. Tchernev
Dhananjay S. Phatak

   

Abstract:

Genetic Programming, or GP, has traditionally used prefix trees for representa-tion and reproduction, with implicit flow control. The different clauses (the evaluation condition, the if and else sections, etc.) are all subtrees of the flow-control node. Linear and stack-based representations, however, require explicit nodes to define the extent of the control structures. This paper introduces a stack-based technique for correct control structure creation and crossover, and discusses its implementation issues in linear and stack-based GP. A set of flow-control nodes is presented, and examples given for evolving an artificial ant on the Santa Fe and Los Altos Trails, with and without looping constructs.

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