Incremental Similarity for real-time on-line incremental learning systems
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- 作者：Marta Režná ; ková ; ; marta.reznakova@gmail.com" class="auth_mail" title="E-mail the corresponding author ; Lukas Tencer lukas.tencer@gmail.com" class="auth_mail" title="E-mail the corresponding author ; Mohamed Cheriet mohamed.cheriet@etsmtl.ca" class="auth_mail" title="E-mail the corresponding author
- 关键词：Incremental learning ; Online learning ; Incremental Similarity ; Classification
- 刊名：Pattern Recognition Letters
- 出版年：2016
- 出版时间：15 April 2016
- 年：2016
- 卷：74
- 期：Complete
- 页码：61-67
- 全文大小：897 K
文摘
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New Incremental Similarity for incremental learning problems.
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Handling the processing time vs. accuracy issue, the learning on the fly as well as the lack of data at the beginning of the learning.
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Incorporation of Incremental Similarity into various classification models.
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Extensive comparison and evaluation of various models using our incremental learning framework.