Aug 2026· Cluster Computing· Vol 29· 0 citations· 78 references
Computer Science
TL;DR
A novel feature selection framework based on the Tunicate Swarm Algorithm to enhance intrusion detection in IoT networks and pave the way for the Tunicate Swarm Algorithm, a novel feature selection paradigm that can be well-suited to scalability and deployability in IDS on IoT networks.
: With the rapid growth of the Internet of Things, intrusion detection systems face severe challenges in processing massive, high-dimensional, and redundant network traffic while satisfying strict low-latency and high-efficiency requirements. To address these challenges,this paper improves the original artificial lemmi...
The proliferation of Internet of Things (IoT) systems has led to the creation of large, heterogeneous, and noisy distributed sensor data streams. Conventional machine learning techniques (e.g., support vector machines, k-Nearest Neighbors) are usually ineffective in these applications as they require feature extraction...
Huda Ali· Theoretical and Applied Cybe...· 0 citations
Cloud Computing has emerged as an essential platform for the modern applications. But the growing complexity of the attacks puts pressure on the security of cloud environments. Current intrusion detection systems (IDS) have weaknesses of detection inaccuracy, high false alarm rate and low efficiency in processing high-...
This paper proposes a hybrid IDS framework that integrates three key components, such as the novel exponential grey wolf-optimized grid search algorithm (EGWOGSA), which is a stochastic optimization algorithm, while feature selection is achieved using the novel symmetric gradient Boruta for enhanced feature selection a...
Joseph Kipongo, Theo G. Swart, Ebenezer Esenogho· Soft Computing - A Fusion of...· 0 citations
The WSN systems can be severely threatened by cybersecurity attacks because of their distributed nature and resource limitations. In this study, a new framework for intrusion detection is proposed to perform efficient and effective cybersecurity attacks identification. Three different modules, which cooperate together,...
Prashant Kumar, Deepak Kumar Gupta, Archana Jain et al.· 2026 International Conferenc...· 0 citations
A great deal of effort has been put into the development and implementation of Network Intrusion Detection Systems (NIDS) for the security of ICT infrastructures against the contemporary cyber-attacks has been one of the basic strategies used. When the traffic being analyzed has high dimensions, however, there might be...
Bagadi Gowrisankara Rao, A. Vindhya· 2026 International Conferenc...· 0 citations
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