Experts has a new look! Let us know what you think of the updates.

Provide feedback
Home
Scholarly Works
Satterthwaite Approximation of the Distribution of...
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