Genens: An AutoML System for Ensemble Optimization Based on Developmental Genetic Programming
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- @InProceedings{Suchoparova:2020:SSCI,
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title = "Genens: An AutoML System for Ensemble Optimization
Based on Developmental Genetic Programming",
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author = "Gabriela Suchoparova and Roman Neruda",
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booktitle = "2020 IEEE Symposium Series on Computational
Intelligence (SSCI)",
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year = "2020",
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pages = "631--638",
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abstract = "We propose an AutoML system for pipeline optimisation
based on developmental genetic programming - genens. It
is built atop of scikit-learn pipelines, and it focuses
on both hyperparameter and architecture optimization.
Compared to existing systems, it enables to optimize
more complex ensembles, while exploring simpler models
at the same time. The system has been evaluated on
selected benchmark datasets from the AutoML benchmark,
producing competitive results.",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1109/SSCI47803.2020.9308582",
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month = dec,
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notes = "Also known as \cite{9308582}",
- }
Genetic Programming entries for
Gabriela Suchoparova
Roman Neruda
Citations