Outlier Detection Using Improved Support Vector Data Description in Wireless Sensor Networks

Wireless sensor networks (WSNs) are susceptible to faults in sensor data. Outlier detection is crucial for ensuring the quality of data analysis in WSNs. This paper proposes a novel improved support vector data description method (ID-SVDD) to effectively detect outliers of sensor data. ID-SVDD utili...

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Detalles Bibliográficos
Autores principales: Shi, Pei, Li, Guanghui, Yuan, Yongming, Kuang, Liang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6864849/
https://www.ncbi.nlm.nih.gov/pubmed/31671540
http://dx.doi.org/10.3390/s19214712

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