2020
DOI: 10.30880/ijie.2020.12.01.008
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Fuzzy Generalized Hebbian Algorithm for Large-Scale Intrusion Detection System

Abstract: The huge number of irrelevant and redundant data used in building intrusion detection systems (IDS) is one of the common issues in network intrusion detection systems. This paper proposed the use of Fuzzy Generalized Hebbian Algorithm as a novel data reduction method to overcome this problem of data redundancy in IDS. Two methods for dimensionality reduction (GHA and Fuzzy GHA) were used and compared in this study. This allowed retaining the most relevant traffic data information from the network. Furthermore,… Show more

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Cited by 11 publications
(7 citation statements)
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“…Strong community and social components enable large player interactions and Metaverse collaboration. Cross-platform compatibility players play on any device [20]. A cutting-edge Metaverse game requires graphics, physics, AI, and networking technology.…”
Section: Creating Vast and Immersive Gaming Universesmentioning
confidence: 99%
“…Strong community and social components enable large player interactions and Metaverse collaboration. Cross-platform compatibility players play on any device [20]. A cutting-edge Metaverse game requires graphics, physics, AI, and networking technology.…”
Section: Creating Vast and Immersive Gaming Universesmentioning
confidence: 99%
“…The key benefits of this work were easy to understand, simple processing, and minimal overfitting. Thangaselvi, et al [30] implemented an Optimal Artificial Neural Network (OANN) technique for detecting the chronic heart diseases with reduced cost consumption. The key factor of this work was to incorporate the Teaching-Learning Based Optimization (TLBO) with ANN for developing an accurate and efficient heart disease detection system.…”
Section: Mir and Dhagementioning
confidence: 99%
“…GIS-T are integrated technologies, software, people, data, firms, and institutional frameworks for gathering, storing, analyzing, and disseminating specific earth-related information [25]- [27]. Geographic regions and transportation systems that impact or are affected by these systems are the specific forms of information.…”
Section: Geographic Information Systems-transportation Data Modelsmentioning
confidence: 99%