Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction
Joint Authors
Jędrzejowicz, Piotr
Jedrzejowicz, Joanna
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-11-07
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
The paper proposes an incremental Gene Expression Programming classifier.
Its main features include using two-level ensemble consisting of base classifiers in form of genes and the upper-level classifier in the form of metagene.
The approach enables us to deal with big datasets through controlling computation time using data reduction mechanisms.
The user can control the number of attributes used to induce base classifiers as well as the number of base classifiers used to induce metagenes.
To optimize the parameter setting phase, an approach based on the Orthogonal Experiment Design principles is proposed, allowing for statistical evaluation of the influence of different factors on the classifier performance.
In addition, the algorithm is equipped with a simple mechanism for drift detection.
A detailed description of the algorithm is followed by the extensive computational experiment.
Its results validate the approach.
Computational experiment results show that the proposed approach compares favourably with several state-of-the-art incremental classifiers.
American Psychological Association (APA)
Jedrzejowicz, Joanna& Jędrzejowicz, Piotr. 2018. Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction. Complexity،Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1135479
Modern Language Association (MLA)
Jedrzejowicz, Joanna& Jędrzejowicz, Piotr. Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction. Complexity No. 2018 (2018), pp.1-12.
https://search.emarefa.net/detail/BIM-1135479
American Medical Association (AMA)
Jedrzejowicz, Joanna& Jędrzejowicz, Piotr. Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction. Complexity. 2018. Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1135479
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1135479