Gene Expression Programming Classifier with Concept Drift Detection Based on Fisher Exact Test
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- @InProceedings{conf/kesidt/JedrzejowiczJ19,
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author = "Joanna Jedrzejowicz and Piotr Jedrzejowicz",
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title = "Gene Expression Programming Classifier with Concept
Drift Detection Based on {Fisher} Exact Test",
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booktitle = "Intelligent Decision Technologies, 2019",
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year = "2019",
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editor = "Ireneusz Czarnowski and Robert J. Howlett and
Lakhmi C. Jain",
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volume = "142",
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series = "Smart Innovation, Systems and Technologies",
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pages = "203--211",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming, gene
expression programming",
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isbn13 = "978-981-13-8310-6",
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bibdate = "2021-04-09",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/kesidt/kesidt2019-1.html#JedrzejowiczJ19",
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DOI = "doi:10.1007/978-981-13-8311-3_18",
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abstract = "The paper proposes to use gene expression programming
with metagenes as a base classifier integrated with the
Fisher exact test drift detector. The approach assumes
maintaining during the classification process two
windows, recent and older. If the drift is detected,
the recent window is used to induce a new classifier
with a view to adapt to the drift changes. The idea is
validated in the computational experiment where the
performance of the GEP-based classifier with Fisher
exact test detector is compared with classifiers using
Naive Bayes and Hoeffding tree as the base learners.",
- }
Genetic Programming entries for
Joanna Jedrzejowicz
Piotr Jedrzejowicz
Citations