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A Very Fast Decision Tree Algorithm for Real-Time Data Mining of Imperfect Data Streams in a Distributed Wireless Sensor Network
Joint Authors
Wong, Raymond
Sun, Guangmin
Yang, Hang
Fong, Simon
Source
International Journal of Distributed Sensor Networks
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-12-31
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Telecommunications Engineering
Information Technology and Computer Science
Abstract EN
Wireless sensor networks (WSNs) are a rapidly emerging technology with a great potential in many ubiquitous applications.
Although these sensors can be inexpensive, they are often relatively unreliable when deployed in harsh environments characterized by a vast amount of noisy and uncertain data, such as urban traffic control, earthquake zones, and battlefields.
The data gathered by distributed sensors—which serve as the eyes and ears of the system—are delivered to a decision center or a gateway sensor node that interprets situational information from the data streams.
Although many other machine learning techniques have been extensively studied, real-time data mining of high-speed and nonstationary data streams represents one of the most promising WSN solutions.
This paper proposes a novel stream mining algorithm with a programmable mechanism for handling missing data.
Experimental results from both synthetic and real-life data show that the new model is superior to standard algorithms.
American Psychological Association (APA)
Yang, Hang& Fong, Simon& Sun, Guangmin& Wong, Raymond. 2012. A Very Fast Decision Tree Algorithm for Real-Time Data Mining of Imperfect Data Streams in a Distributed Wireless Sensor Network. International Journal of Distributed Sensor Networks،Vol. 2012, no. 2012, pp.1-16.
https://search.emarefa.net/detail/BIM-504393
Modern Language Association (MLA)
Yang, Hang…[et al.]. A Very Fast Decision Tree Algorithm for Real-Time Data Mining of Imperfect Data Streams in a Distributed Wireless Sensor Network. International Journal of Distributed Sensor Networks No. 2012 (2012), pp.1-16.
https://search.emarefa.net/detail/BIM-504393
American Medical Association (AMA)
Yang, Hang& Fong, Simon& Sun, Guangmin& Wong, Raymond. A Very Fast Decision Tree Algorithm for Real-Time Data Mining of Imperfect Data Streams in a Distributed Wireless Sensor Network. International Journal of Distributed Sensor Networks. 2012. Vol. 2012, no. 2012, pp.1-16.
https://search.emarefa.net/detail/BIM-504393
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-504393