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Classification Based on Pruning and Double Covered Rule Sets for the Internet of Things Applications
Joint Authors
Li, Shasha
Wang, Weiping
Zhou, Zhongmei
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-01-05
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
The Internet of things (IOT) is a hot issue in recent years.
It accumulates large amounts of data by IOT users, which is a great challenge to mining useful knowledge from IOT.
Classification is an effective strategy which can predict the need of users in IOT.
However, many traditional rule-based classifiers cannot guarantee that all instances can be covered by at least two classification rules.
Thus, these algorithms cannot achieve high accuracy in some datasets.
In this paper, we propose a new rule-based classification, CDCR-P (Classification based on the Pruning and Double Covered Rule sets).
CDCR-P can induce two different rule sets A and B .
Every instance in training set can be covered by at least one rule not only in rule set A , but also in rule set B .
In order to improve the quality of rule set B , we take measure to prune the length of rules in rule set B .
Our experimental results indicate that, CDCR-P not only is feasible, but also it can achieve high accuracy.
American Psychological Association (APA)
Li, Shasha& Zhou, Zhongmei& Wang, Weiping. 2014. Classification Based on Pruning and Double Covered Rule Sets for the Internet of Things Applications. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-6.
https://search.emarefa.net/detail/BIM-1051871
Modern Language Association (MLA)
Li, Shasha…[et al.]. Classification Based on Pruning and Double Covered Rule Sets for the Internet of Things Applications. The Scientific World Journal No. 2014 (2014), pp.1-6.
https://search.emarefa.net/detail/BIM-1051871
American Medical Association (AMA)
Li, Shasha& Zhou, Zhongmei& Wang, Weiping. Classification Based on Pruning and Double Covered Rule Sets for the Internet of Things Applications. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-6.
https://search.emarefa.net/detail/BIM-1051871
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1051871