Effects of the Training Set Size: A Comparison of Standard and Down-Sampled Lexicase Selection in Program Synthesis

Author:

Schweim Dirk1,Sobania Dominik2,Rothlauf Franz2

Affiliation:

1. Baden-Wuerttemberg Cooperative State University,Dept. of Information Systems,Heidenheim,Germany

2. Johannes Gutenberg University Mainz,Dept. of Information Systems,Mainz,Germany

Publisher

IEEE

Reference32 articles.

1. PonyGE2

2. Grammar Defined Introns: An Investigation into Grammars, Introns, and Bias in Grammatical Evolution;o'neill;Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2001,2001

3. Understanding grammatical evolution: initialisation

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5. General program synthesis benchmark suite;Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation,2015

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1. A Comprehensive Analysis of Down-sampling for Genetic Programming-based Program Synthesis;Proceedings of the Genetic and Evolutionary Computation Conference Companion;2024-07-14

2. A Comprehensive Comparison of Lexicase-Based Selection Methods for Symbolic Regression Problems;Lecture Notes in Computer Science;2024

3. Generational Computation Reduction in Informal Counterexample-Driven Genetic Programming;Lecture Notes in Computer Science;2024

4. The Problem Solving Benefits of Down-sampling Vary by Selection Scheme;Proceedings of the Companion Conference on Genetic and Evolutionary Computation;2023-07-15

5. Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems;Proceedings of the Genetic and Evolutionary Computation Conference;2023-07-12

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