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Multi-label classification based on analog reasoning

delete2013-11-01
delete5
PRE
AI
R
Rubén Nicolás-Sans *
A
Andreu Sancho-Asensio
E
Elisabet Golobardes
A
Albert Fornells
A
Albert Orriols-Puig
DOI:10.1016/j.eswa.2013.05.004delete
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摘要

摘要

En 中文
Some of the real-world problems are represented with just one label but many of today's issues are currently being defined with multiple labels. This second group is important because multi-label classes provide a more global picture of the problem. From the study of the characteristics of the most influential systems in this area, MIKnn and RAkEL, we can observe that the main drawback of these specific systems is the time required. Therefore, the aim of the current paper is to develop a more efficient system in terms of computation without incurring accuracy loss. To meet this objective we propose MICBR, a system for multi-label classification based on Case-Based Reasoning. The results obtained highlight the strong performance of our algorithm in comparison with previous benchmark methods in terms of accuracy rates and computational time reduction. (C) 2013 Elsevier Ltd. All rights reserved.
Keyword:
Multi-label
Classification
Case-Based Reasoning
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期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
2.9W
被引数:
10.2W

机构

U
Universitat Ramon Llull
学者数:
2.6K
论文数: 2.2K
被引数: 22
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