Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems

Author:

Geiger Alina1ORCID,Sobania Dominik1ORCID,Rothlauf Franz1ORCID

Affiliation:

1. University of Mainz, Mainz, Germany

Publisher

ACM

Reference43 articles.

1. Ryan Boldi , Martin Briesch , Dominik Sobania , Alexander Lalejini , Thomas Helmuth , Franz Rothlauf , Charles Ofria , and Lee Spector . 2023. Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving. arXiv preprint arXiv:2301.01488v1 ( 2023 ). Ryan Boldi, Martin Briesch, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, and Lee Spector. 2023. Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving. arXiv preprint arXiv:2301.01488v1 (2023).

2. Thomas F. Brooks , D. Stuart Pope , and Michael A . Marcolini . 1989 . Airfoil self-noise and prediction. National Aeronautics and Space Administration, Office of Management, Scientific and Technical Information Division . Thomas F. Brooks, D. Stuart Pope, and Michael A. Marcolini. 1989. Airfoil self-noise and prediction. National Aeronautics and Space Administration, Office of Management, Scientific and Technical Information Division.

3. Shu-Heng Chen . 2012. Genetic algorithms and genetic programming in computational finance . Springer Science & Business Media . Shu-Heng Chen. 2012. Genetic algorithms and genetic programming in computational finance. Springer Science & Business Media.

4. Dheeru Dua and Casey Graff. 2019. UCI Machine Learning Repository. http://archive.ics.uci.edu/ml. Dheeru Dua and Casey Graff. 2019. UCI Machine Learning Repository. http://archive.ics.uci.edu/ml.

5. Austin J. Ferguson , Jose Guadalupe Hernandez , Daniel Junghans, Alexander Lalejini, Emily Dolson, and Charles Ofria. 2020 . Characterizing the Effects of Random Subsampling on Lexicase Selection. In Genetic Programming Theory and Practice XVII. Springer International Publishing , 1--23. Austin J. Ferguson, Jose Guadalupe Hernandez, Daniel Junghans, Alexander Lalejini, Emily Dolson, and Charles Ofria. 2020. Characterizing the Effects of Random Subsampling on Lexicase Selection. In Genetic Programming Theory and Practice XVII. Springer International Publishing, 1--23.

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

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. Minimum variance threshold for epsilon-lexicase selection;Proceedings of the Genetic and Evolutionary Computation Conference;2024-07-14

3. MetaSR: A Meta-Learning Approach to Fitness Formulation for Frequency-Aware Symbolic Regression;Proceedings of the Genetic and Evolutionary Computation Conference;2024-07-14

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

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