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Published Paper Details:
ENHANCING NETWORK SECURITY: INTRUSION DETECTION AND PREVENTION
Authors
U.Satya Narayana,N.Siva Nagamani
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Keywords
IDS,Random Forest,Decision Tree,SVM,anomaly,machine learning.
Abstract
This paper is evaluating performance of three supervised machine learning algorithms such as SVM (Support Vector Machine), Random Forest and Decision Tree. Machine learning algorithms will be used to detect whether request data contains normal or attack (anomaly) signatures. Now-a-days all services are available on internet and malicious users can attack client or server machines through this internet and to avoid such attack request IDS (Network Intrusion Detection System) will be used, IDS will monitor request data and then check if it contains normal or attack signatures, if contains attack signatures then request will be dropped. IDS will be trained with all possible attacks signatures with machine learning algorithms and then generate train model, whenever new request signatures arrived then this model applied on new request to determine whether it contains normal or attack signatures. In this paper we are evaluating performance of three machine learning algorithms such as SVM , Random Forest and Decision Tree .To avoid all attacks IDS systems has developed which process each incoming request to detect such attacks and if request is coming from genuine users then only it will forward to server for processing, if request contains attack signatures then IDS will drop that request and log such request data into dataset for future detection purpose.To detect such attacks IDS will be prior train with all possible attacks signatures coming from malicious user's request and then generate a training model. Upon receiving new request IDS will apply that request on that train model to predict it class whether request belongs to normal class or attack class. To train such models and prediction various data mining classification or prediction algorithms will be used.
IJCRT's Publication Details
Unique Identification Number - IJCRT2306898
Paper ID - 240489
Author type - Indian Author
Page Number(s) - h573-h579
Pubished in - Volume 11 | Issue 6 | June 2023
DOI (Digital Object Identifier) -
No Of Downloads - 112
Author Country - India, 524137, NELLORE, NELLORE, 524137, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
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Published Paper URL: : - http://ijcrt.org/viewfull.php?&p_id=IJCRT2306898
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U.Satya Narayana,N.Siva Nagamani, "ENHANCING NETWORK SECURITY: INTRUSION DETECTION AND PREVENTION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 6, pp.h573-h579, June 2023, Available at :http://www.ijcrt.org/papers/IJCRT2306898.pdf
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