Intrusion Detection Scheme with Dimensionality Reduction in Next Generation Networks using DenseNet

Intrusion Detection Scheme with Dimensionality Reduction in Next Generation Networks using DenseNet

Registration ID: IJNRD_217524

Published ID: IJNRD2404126

DOI: Click Here to Get

Vivek S V , Kumaraswamy S

IDS, DensNet121

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.

Published Paper   E-Certificate

"Intrusion Detection Scheme with Dimensionality Reduction in Next Generation Networks using DenseNet", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.9, Issue 4, page no.b196-b201, April-2024, Available :https://ijnrd.org/papers/IJNRD2404126.pdf

Volume 9 Issue 4, April-2024

Pages : b196-b201

Paper Reg. ID: IJNRD_217524

Published Paper Id: IJNRD2404126

Downloads: 000121126

Research Area: Computer Engineering 

Country: BANGALORE, KARNATAKA, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404126.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404126

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 8 | August 2025

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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world. IJNRD will provide an opportunity for practitioners and educators of engineering field to exchange research evidence, models of best practice and innovative ideas.

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