Multi-Objective Evolutionary Design of Composite Data-Driven Models
Created by W.Langdon from
gp-bibliography.bib Revision:1.8129
- @Misc{DBLP:journals/corr/abs-2103-01301,
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author = "Iana S. Polonskaia and Nikolay O. Nikitin and
Ilia Revin and Pavel Vychuzhanin and Anna V. Kalyuzhnaya",
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title = "Multi-Objective Evolutionary Design of Composite
Data-Driven Models",
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howpublished = "arXiv",
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year = "2021",
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month = "17 " # may,
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keywords = "genetic algorithms, genetic programming, AutoML,
evolutionary algorithms, multi-objective optimization,
model design, composite models",
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eprint = "2103.01301",
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timestamp = "Sun, 14 Mar 2021 12:07:47 +0100",
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biburl = "https://dblp.org/rec/journals/corr/abs-2103-01301.bib",
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bibsource = "dblp computer science bibliography, https://dblp.org",
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URL = "http://www.human-competitive.org/sites/default/files/nikitin_human_competitive.txt",
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URL = "http://www.human-competitive.org/sites/default/files/cec_2021_0.pdf",
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URL = "https://arxiv.org/abs/2103.01301",
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size = "9 pages",
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abstract = "a multi-objective approach for the design of composite
data-driven mathematical models is proposed. It allows
automating the identification of graph-based
heterogeneous pipelines that consist of different
blocks: machine learning models, data preprocessing
blocks, etc. The implemented approach is based on a
parameter-free genetic algorithm (GA) for model design
called GPComp@Free. It is developed to be part of
automated machine learning solutions and to increase
the efficiency of the modeling pipeline automation. A
set of experiments was conducted to verify the
correctness and efficiency of the proposed approach and
substantiate the selected solutions. The experimental
results confirm that a multi-objective approach to the
model design allows achieving better diversity and
quality of obtained models. The implemented approach is
available as a part of the open-source AutoML framework
FEDOT.",
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notes = "Entered 2021 HUMIES",
- }
Genetic Programming entries for
Iana S Polonskaia
Nikolay O Nikitin
Ilia Revin
Pavel Vychuzhanin
Anna V Kalyuzhnaya
Citations