Call for Papers:Vol.12 Issue.1

Submission
Last date		 28-Feb-2026
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-12,Issue-1. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING
PaperId: :  26021
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26021
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ismail YakubuDepartment of Computing Technology, SRM Institute of Science and Technology, India

Abstract

Science and Tech
Gradient Boosting; AdaBoost; IDS and Ensemble
Intrusion detection systems (IDS) are essential for maintaining the security of edge computing environments, where traditional centralized approaches often fail to meet the demands for real-time processing and low latency. This paper proposes an Ensemble Intrusion Detection System (EIDS) using the Gradient Boosting Algorithm to enhance detection accuracy and performance in edge-based computing environments. The system’s effectiveness was evaluated against AdaBoost, another ensemble learning algorithm, using key performance metrics such as accuracy, recall, precision, F1-score, and time efficiency. The results indicate that Gradient Boosting achieved superior performance, with an accuracy of 97.68%, recall of 97.68%, precision of 97.69%, and an F1-score of 97.68%, while training in just 4.5 seconds. In contrast, AdaBoost achieved an accuracy of 95.85%, with a significantly longer training time of 58.0 seconds. Gradient boosting’s faster training time and higher accuracy make it a more suitable choice for real-time intrusion detection in edge computing environments. These findings highlight the potential of ensemble learning techniques, particularly gradient boosting, in enhancing the security and efficiency of edge-based systems.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Ismail Yakubu. "AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 355-364
MLA Ismail Yakubu. "AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 355-364.
APA Ismail Yakubu. (2025). AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 355-364.
Chicago Ismail Yakubu. "AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 355-364.
Oxford Ismail Yakubu. 'AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 355-364. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AN_ENSEMBLE_INTRUSION_DETECTION_SYSTEM_USING_GRADIENT_BOOSTING_ALGORITHM_FOR_EDGE_BASED_COMPUTING_ijariie26021.pdf (Accessed : ).
Harvard Ismail Yakubu. (2025) 'AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 355-364IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AN_ENSEMBLE_INTRUSION_DETECTION_SYSTEM_USING_GRADIENT_BOOSTING_ALGORITHM_FOR_EDGE_BASED_COMPUTING_ijariie26021.pdf (Accessed : )
IEEE Ismail Yakubu, "AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 355-364, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/AN_ENSEMBLE_INTRUSION_DETECTION_SYSTEM_USING_GRADIENT_BOOSTING_ALGORITHM_FOR_EDGE_BASED_COMPUTING_ijariie26021.pdf [Accessed : ].
Turabian Ismail Yakubu. "AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Ismail Yakubu. AN ENSEMBLE INTRUSION DETECTION SYSTEM USING GRADIENT BOOSTING ALGORITHM FOR EDGE-BASED COMPUTING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 355-364. Available from: https://ijariie.com/AdminUploadPdf/AN_ENSEMBLE_INTRUSION_DETECTION_SYSTEM_USING_GRADIENT_BOOSTING_ALGORITHM_FOR_EDGE_BASED_COMPUTING_ijariie26021.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
MULTIPLE DISEASE PREDICTION AND DRUG RECOMMENDATION SYSTEM USING MACHINE LEARNINGCOMPUTER ENGINEERING DR. J. AMUTHARAJ Download
SOLAR TRACKING SYSTEM WITH WEATHER FORECASTING AND AUTOMATED CLEANING SYSTEMArtificial Intelligence Electrical and Electronics EngineeringVanarasan S Download
ASD PredictionComputer scienceAbhilasha M Download
Music Recommendation based on Face Emotion Using Artificial Intelligence and Machine LearningInformation Science EngineeringDr. Sreenivasa Murthy V Download
SMART TRAFFIC AI MONITORING SYSTEM-AI/MLINFORMATION SCIENCE AND ENGINEERING PRIYANKA MT Download
SHADOW THE WEB BROWSERComputer Science and EngineeringLakshmi Narayan S Download
SECUHIRE – AI-POWERED INTERVIEW DETECTION SYSTEMComputer Engineering Tharun R Download
Early Detection Of Electrical Fault Line Using Artificial IntelligenceElectrical Engineering , Computer Science , Artificial IntelligenceRakshitha R Download
Real Time Object Detection Tracking using YOLO and Deep SORTInformation science and engineeringNandan M R Download
An AI-Integrated Intelligent Health Advisory System with Machine-Learning-Based Ayurvedic Formulation RecommendationInformation Science EngineeringSrinidhi G Download
Blockchain-Based Decentralized Medical Health Management System using Smart Contracts and IPFS Information Science and EngineeringVarun V Download
Precision Agriculture Using Machine Learning and IOTComputer Science and EngineeringRamesh B E Download
A Secure Blockchain Based Voting SystemComputer Science and EngineeringSagar K R Download
Chatbot based helpdesk for Government employee and departmentsComputer science & Engineering(Cyber Security Engineerting)Dr. Shanthi S Download
Zero Trust ArchitectureComputer EngineeringAditya Yanna Download
12