Genens: An AutoML System for Ensemble Optimization Based on Developmental Genetic Programming

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@InProceedings{Suchoparova:2020:SSCI,

• title = "Genens: An AutoML System for Ensemble Optimization Based on Developmental Genetic Programming",
• author = "Gabriela Suchoparova and Roman Neruda",
• booktitle = "2020 IEEE Symposium Series on Computational Intelligence (SSCI)",
• year = "2020",
• pages = "631--638",
• 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.",
• keywords = "genetic algorithms, genetic programming",
• DOI = "doi:10.1109/SSCI47803.2020.9308582",
• month = dec,
• notes = "Also known as \cite{9308582}",

}

Genetic Programming entries for Gabriela Suchoparova Roman Neruda

Citations