INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
The project endeavors to bolster network security by harnessing the power of the UNSW_NB15 dataset to construct a sophisticated Intrusion Detection System (IDS) deploying DenseNet architecture. A meticulous approach to data preprocessing unfolds, entailing nuanced techniques such as label encoding and feature scaling. The model training phase adopts advanced methodologies, notably class balancing through weight mechanisms and the integration of bespoke metrics like F1-score for rigorous evaluation. Real-time insights are facilitated by the inclusion of live plotting tools during the training process. The overarching objective of this initiative is to make substantive contributions to the realm of cybersecurity. By instating a resilient and efficient IDS, the project aspires to adeptly identify and classify a spectrum of network intrusions, thereby augmenting the overall fortitude of networks against potential threats.
Keywords:
IDS, DensNet121
Cite Article:
"Intrusion Detection Scheme with Dimensionality Reduction in Next Generation Networks using DenseNet", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 4, page no.b196-b201, April-2024, Available :http://www.ijnrd.org/papers/IJNRD2404126.pdf
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ISSN:
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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