Journal article
Satterthwaite Approximation of the Distribution of SPE Scores: An R-Simulation-Based Improvement of the R-PCA-Based Outlier Detection Method
Abstract
Outlier detection is a significant challenge in Internet of Things (IoT)-based systems, which encompass a multitude of sensor nodes deployed for diverse applications. Ensuring accurate data transmission from these nodes to base stations is crucial, as outliers (fault/event/intrusion) can adversely impact data processing accuracy and overall Quality of Service. The principal component analysis (PCA) has gained popularity for outlier detection in …
Authors
Mukherjee M; Balakrishnan N; Kumar S; Deen MJ
Journal
IEEE Internet of Things Journal, Vol. 11, No. 20, pp. 32791–32803
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Publication Date
January 15, 2024
DOI
10.1109/jiot.2024.3409583
ISSN
2327-4662