Distance-based online classifiers
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- 作者：Joanna Jędrzejowicz ; a ; jj@inf.ug.edu.pl" class="auth_mail" title="E-mail the corresponding author ; Piotr Jędrzejowiczb ; pj@am.gdynia.pl" class="auth_mail" title="E-mail the corresponding author
- 关键词：Online learning ; Fuzzy C-means clustering ; Kernelized clustering ; Rotation forest
- 刊名：Expert Systems with Applications
- 出版年：2016
- 出版时间：30 October 2016
- 年：2016
- 卷：60
- 期：Complete
- 页码：249-257
- 全文大小：502 K
文摘
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Proposing the online distance-based classifier with fuzzy C-means clustering.
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Evaluating different strategies for online updating training dataset.
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Adopting Rotation Forest method to extend the online distance-based classifier.
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Analysis of the computational complexity of the proposed algorithms.
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Extensive computational experiment validating the proposed algorithms.