Skip to Main content Skip to Navigation
Conference papers

An overview of outlier detection technique developed for wireless sensor networks

Abstract : Outliers in wireless sensor networks are measurements that deviate from the normal model of sensed data and result from errors, events or malicious attacks on the network. The dynamic nature of sensor data and the specificity of the wireless sensor network make traditional outlier detection techniques unsuitable for direct application in such contexts so it is essential to select and adapt appropriate techniques to implement in wireless sensor networks for better sensing quality and more reliable system. This paper provides a comprehensive overview of existing outlier detection techniques specifically developed for the wireless sensor networks. Additionally, it presents a technique-based taxonomy to be used as a guideline to select a suitable technique for the application at hand based on characteristics such as data type, outlier type and outlier degree.
Document type :
Conference papers
Complete list of metadata
Contributor : Jean-Baptiste VU VAN Connect in order to contact the contributor
Submitted on : Thursday, September 26, 2019 - 11:48:44 AM
Last modification on : Wednesday, August 31, 2022 - 6:55:20 PM




Oussama Ghorbel, Mohamed Wassim Jmal, Walid Ayedi, Hichem Snoussi, Mohamed Abid. An overview of outlier detection technique developed for wireless sensor networks. 2013 10th International Multi-Conference on Systems, Signals & Devices (SSD), Mar 2013, Hammamet, Tunisia. pp.1-6, ⟨10.1109/SSD.2013.6564165⟩. ⟨hal-02297603⟩



Record views