READ-IoT: reliable event and anomaly detection framework for the Internet of Things

A Yahyaoui, T Abdellatif, S Yangui, R Attia - IEEE Access, 2021 - ieeexplore.ieee.org
… This Section describes the READ-IoT framework design. It first introduces the system architecture
with … in IoT using hyperellipsoidal clustering,’’ IEEE Internet Things J., vol. 4, no. 5, pp. …

[HTML][HTML] IoT anomaly detection methods and applications: A survey

A Chatterjee, BS Ahmed - Internet of Things, 2022 - Elsevier
dependable and complete. The proposed system, READ-IoT, applies to IoT networks of
heterogeneous objects … The READ-IoT framework responds to real-time constraints and helps to …

Efficient anomaly detection for smart hospital IoT systems

AM Said, A Yahyaoui, T Abdellatif - Sensors, 2021 - mdpi.com
abnormal health state and (2) an intrusion detection module for IoT network anomalies
detection… Having both modules in a unified system provides more reliable anomaly detection. …

Effective anomaly detection approach to classify noisy data using robust noise detection and removal technique in IoT healthcare data

S Subha, JGR Sathiaseelan - SN Computer Science, 2023 - Springer
… sensor data for accurate data interpretation. This paper proposes an effective … anomaly
detection approach. The two phases of proposed methods are clustering and noise detection. …

A Deep Anomaly Detection System for IoT-Based Smart Buildings

S Cicero, M Guarascio, A Guerrieri, S Mungari - Sensors, 2023 - mdpi.com
READ-IoT [19], which adopts a bifold architecture: the first module, based on logic rules,
detects whether there is an anomaly … goal is to have a more accurate system, a higher threshold …

Effective anomaly detection in hybrid wireless IoT environment through machine learning model: a survey

V Shanmuganathan… - International Journal of …, 2023 - inderscienceonline.com
… to improve the reliability and efficiency of Anomaly detection in … with reliable sources which
carries an effective identification … to reliability and efficiency which holds a good solution for …

IoTGMRFM: Internet of Things-Based Variable-Wise Anomaly Detection

PP Ray - Advances in Data and Information Sciences …, 2022 - Springer
… Third method calculates the variable-wise anomaly score. The \(\… anomaly detection process
better. The F-test is used to calculate the accuracy between the good samples and anomaly

An anomaly detection model for IoT networks based on flow and flag features using a feed-forward neural network

I Ullah, QH Mahmoud - 2022 IEEE 19th Annual Consumer …, 2022 - ieeexplore.ieee.org
framework for detecting IoT events and anomalies. The proposed framework unifies events
and anomaly detection into a … In [14], we proposed a hybrid model for detecting intrusions in …

IoT-Based Small Scale Anomaly Detection Using Dixon's Q Test for e-Health Data

PP Ray, D Dash - Applied System Innovation, 2021 - mdpi.com
Anomaly detection in the smart application domain can … , no outlier is statistically detected.
The proposed approach of IoTDixon can help to improve small-scale point anomaly detection

Internet of Things intrusion detection systems: a comprehensive review and future directions

A Heidari, MA Jabraeil Jamali - Cluster Computing, 2023 - Springer
… The results showed, that in terms of response time, the mechanism has better detection.
Additionally, for reliable anomaly detection on each endpoint system, different policies can be …