A Probabilistic and Multi-Objective Analysis of Lexicase Selection and ε -Lexicase Selection

Lexicase selection is a parent selection method that considers training cases individually, rather than in aggregate, when performing parent selection. Whereas previous work has demonstrated the ability of lexicase selection to solve difficult problems in program synthesis and symbolic regression, t...

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Bibliographic Details
Published in:Evolutionary computation 2019-09, Vol.27 (3), p.377-402
Main Authors: La Cava, William, Helmuth, Thomas, Spector, Lee, Moore, Jason H.
Format: Article
Language:English
Subjects:
Algorithms
Computational Biology - methods
Dimensional analysis
Formulas (mathematics)
genetic programming
Humans
Linguistics - statistics & numerical data
Maintenance
Models, Statistical
multi-objective optimization
Multiple objective analysis
Optimization
Regression Analysis
Search Engine - statistics & numerical data
Selection
Semantics
Statistical analysis
symbolic regression
Training
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