2020
DOI: 10.4236/jis.2020.111001
|View full text |Cite
|
Sign up to set email alerts
|

Comparing the Area of Data Mining Algorithms in Network Intrusion Detection

Abstract: The network-based intrusion detection has become common to evaluate machine learning algorithms. Although the KDD Cup'99 Dataset has class imbalance over different intrusion classes, still it plays a significant role to evaluate machine learning algorithms. In this work, we utilize the singular valued decomposition technique for feature dimension reduction. We further reconstruct the features form reduced features and the selected eigenvectors. The reconstruction loss is used to decide the intrusion class for … Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
3
1
1

Citation Types

0
10
0

Year Published

2020
2020
2023
2023

Publication Types

Select...
6
2

Relationship

0
8

Authors

Journals

citations
Cited by 11 publications
(13 citation statements)
references
References 26 publications
(25 reference statements)
0
10
0
Order By: Relevance
“…The effective development of WO spiritual education needs to be based on a deep understanding of the value of WO spiritual education. Only on the basis of recognizing and understanding the connotation and significance of the value of WO spiritual education can the implementers and participants of WO spiritual education consciously take the initiative to participate in and create Olympic practical activities [12,13]. However, through this practical interview on the school's WO spiritual education in TAF teaching, it can be seen that the school and teachers do not fully understand the spiritual value of the WO.…”
Section: Analysis Of the Value And Practical Problems Of Wo Spiritual...mentioning
confidence: 96%
“…The effective development of WO spiritual education needs to be based on a deep understanding of the value of WO spiritual education. Only on the basis of recognizing and understanding the connotation and significance of the value of WO spiritual education can the implementers and participants of WO spiritual education consciously take the initiative to participate in and create Olympic practical activities [12,13]. However, through this practical interview on the school's WO spiritual education in TAF teaching, it can be seen that the school and teachers do not fully understand the spiritual value of the WO.…”
Section: Analysis Of the Value And Practical Problems Of Wo Spiritual...mentioning
confidence: 96%
“…Nonetheless, IDS may be made more reliably if both the simulation dataset and actual dataset are checked. Besides, benchmark datasets for wired networking, such as KDD Cup are created [14]. In a given situation, IDS built for MANET will initially be checked using benchmark data set or with actual ad-hoc network trace data.…”
Section: Literature Reviewmentioning
confidence: 99%
“…Results show that machine-designed rule induction algorithms are competitive with state-of-the-art humandesigned algorithms [10]. Tayfor and Mohammed describe how to improve the efficiency of inductive data mining algorithms by replacing the center matching operation with a mark propagation technique.…”
Section: Introductionmentioning
confidence: 99%