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Title: :  A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS
PaperId: :  14006
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 2 2021
DUI:    16.0415/IJARIIE-14006
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
R.Vijay SaiK S Rangasamy College of Technology
E.DevaprathishK S Rangasamy College of Technology

Abstract

Computer Science and Engineering
:Machine Learning , Identify to detect whether the user is normal user or anormal user .
With the event of the net, cyber-attacks area unit ever-changing chop-chop and also the cyber security state of affairs isn't optimistic. Machine Learning (ML) and Deep Learning (DL) strategies for network analysis of intrusion detection and provides a quick tutorial description of every ML/DL technique. Paper representing every technique were indexed, read, and summarized supported their temporal or thermal correlations. as a result of knowledge area unit therefore vital in ML/DL strategies, they describe a number of the normally used network datasets utilized in ML/DL, discuss the challenges of victimisation ML/DL for cyber security and supply suggestions for analysis directions. The KDD knowledge set may be a well-known benchmark within the analysis of Intrusion Detection techniques. loads of labor goes on for the development of intrusion detection methods whereas the analysis on {the knowledge the info the information} used for coaching and testing the detection model is equally of prime concern as a result of higher data quality will improve offline intrusion detection. This project presents the analysis of KDD knowledge set with relevance four categories that area unit Basic, Content, Traffic and Host during which all knowledge attributes may be classified victimization changed RANDOM FOREST(MRF). The analysis is finished with relevance 2 distinguished analysis metrics, Detection Rate (DR) And warning Rate (FAR) for an Intrusion Detection System (IDS).

Citations

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IJARIIE R.Vijay Sai, and E.Devaprathish. "A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 2 2021 Page 1284-1287
MLA R.Vijay Sai, and E.Devaprathish. "A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS." International Journal Of Advance Research And Innovative Ideas In Education 7.2(2021) : 1284-1287.
APA R.Vijay Sai, & E.Devaprathish. (2021). A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS. International Journal Of Advance Research And Innovative Ideas In Education, 7(2), 1284-1287.
Chicago R.Vijay Sai, and E.Devaprathish. "A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 2 (2021) : 1284-1287.
Oxford R.Vijay Sai, and E.Devaprathish. 'A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, 2021, p. 1284-1287. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_COMPREHENSIVE_DATA_SET_FOR_NETWORK_INTRUSION_DETECTION_SYSTEMS_ijariie14006.pdf (Accessed : 27 April 2022).
Harvard R.Vijay Sai, and E.Devaprathish. (2021) 'A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS', International Journal Of Advance Research And Innovative Ideas In Education, 7(2), pp. 1284-1287IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_COMPREHENSIVE_DATA_SET_FOR_NETWORK_INTRUSION_DETECTION_SYSTEMS_ijariie14006.pdf (Accessed : 27 April 2022)
IEEE R.Vijay Sai, and E.Devaprathish, "A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, pp. 1284-1287, Mar-App 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_COMPREHENSIVE_DATA_SET_FOR_NETWORK_INTRUSION_DETECTION_SYSTEMS_ijariie14006.pdf [Accessed : 27 April 2022].
Turabian R.Vijay Sai, and E.Devaprathish. "A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 2 (27 April 2022).
Vancouver R.Vijay Sai, and E.Devaprathish. A COMPREHENSIVE DATA SET FOR NETWORK INTRUSION DETECTION SYSTEMS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : 27 April 2022]; 7(2) : 1284-1287. Available from: https://ijariie.com/AdminUploadPdf/A_COMPREHENSIVE_DATA_SET_FOR_NETWORK_INTRUSION_DETECTION_SYSTEMS_ijariie14006.pdf
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