Semantic-based subtree crossover applied to dynamic problems

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Title: Semantic-based subtree crossover applied to dynamic problems
Authors: Nguyen, Quang Uy
Murphy, Eoin
O'Neill, Michael
Nguyen, Xuan Hoai
Permanent link: http://hdl.handle.net/10197/3539
Date: 14-Oct-2011
Abstract: Although many real world problems are dynamic in nature, the study of Genetic Programming in dynamic environments is still immature. This paper investigates the application of some recently proposed semantic-based crossover operators on a series of dynamic problems. The operators studied include Semantic Similarity based Crossover and the Most Semantic Similarity based Crossover. The experimental results show the advantage of using semantic based crossovers when tackling dynamic problems.
Funding Details: Science Foundation Ireland
Irish Research Council for Science, Engineering and Technology
Type of material: Conference Publication
Publisher: IEEE
Copyright (published version): 2011 IEEE
Keywords: Genetic programming;Semantics;Dynamic environments;Crossover
Subject LCSH: Genetic programming (Computer science)
Semantics
Dynamic programming
DOI: 10.1109/KSE.2011.20
Language: en
Status of Item: Peer reviewed
Is part of: Ho, Tu Bao et al. (eds.). KSE 2011 : the third international conference on knowledge and systems engineering [proceedings]
Conference Details: Presented at KSE 2011, The Third International Conference on Knowledge and Systems Engineering, Hanoi, Vietnam, 14-17 October, 2011
Appears in Collections:Computer Science Research Collection
CASL Research Collection

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