ISSN 2394-5125
 

Research Article 


AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya5, T. Vinitha.

Abstract
Distributed Denial of Service (DDOS) attacks pose a serious privacy challenge to conventional
or cloud computing services being made public. Innumerable DDOS attacks, waged during the last decade
against different agencies, had a major impact on both producers and users. Through integrating classification
algorithms with distributed computation, numerous analysts have seeks to resolve the security concern of
DDOS attacks. Our formulations are therefore rigid in terms of the classification algorithms used. However,
modern DDOS threats have been so dynamic and sophisticated that they can bypass the monitoring programme,
while rendering it challenging to spot static solutions. We suggest a versatile intrusion detection mechanism
centered on three key aspects in this paper: classification algorithms, a distributed method, and a fuzzy logic
System. To efficiently pick an algorithm from a set of prepared classification algorithms that diagnose various
DDOS trends, our model uses fuzzy logic. We use as candidate algorithms Logistic Regression, Naive Bayes,
Gradient Boosting Decision Tree, Random Forest and Hybrid IDS from among the other candidate
classification algorithms. We examined the reliability and delays of classification algorithms, and reviewed the
fuzzy logic model. We have analyzed the feasibility of the distributed network and its consequence on the delay
in classification algorithms. The results reveal a trade-off between the accuracy level of the classification
algorithms used and their delays.

Key words: DDoS Attack, DDoS Detection, Machine learning, Classification algorithms, hybrid IDS


 
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How to Cite this Article
Pubmed Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. JCR. 2020; 7(19): 7040-7050. doi:10.31838/jcr.07.19.810


Web Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. http://www.jcreview.com/?mno=135333 [Access: August 17, 2021]. doi:10.31838/jcr.07.19.810


AMA (American Medical Association) Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. JCR. 2020; 7(19): 7040-7050. doi:10.31838/jcr.07.19.810



Vancouver/ICMJE Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. JCR. (2020), [cited August 17, 2021]; 7(19): 7040-7050. doi:10.31838/jcr.07.19.810



Harvard Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha (2020) AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. JCR, 7 (19), 7040-7050. doi:10.31838/jcr.07.19.810



Turabian Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. 2020. AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. Journal of Critical Reviews, 7 (19), 7040-7050. doi:10.31838/jcr.07.19.810



Chicago Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. "AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK." Journal of Critical Reviews 7 (2020), 7040-7050. doi:10.31838/jcr.07.19.810



MLA (The Modern Language Association) Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha. "AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK." Journal of Critical Reviews 7.19 (2020), 7040-7050. Print. doi:10.31838/jcr.07.19.810



APA (American Psychological Association) Style

M. Premkumar, TVP. Sundararajan, S. Shanmugapriya, V. Shanmugapriya, J. Sowmiya, T. Vinitha (2020) AN EFFICIENT DISTRIBUTED DENIAL OF SERVICE ATTACK DETECTION APPROACH BASED ON SET OF CLASSIFICATION ALGORITHMS USING SPARK. Journal of Critical Reviews, 7 (19), 7040-7050. doi:10.31838/jcr.07.19.810