Data Mining in Cybersecurity

The article presents, summarizes and develops technological concepts of cyber security based on machine learning, data processing and analysis. The seven steps of cyber attacks, use of key techniques of data analysis in cyber defense, application of data processing and analysis in information security and some tools used are presented. Applying data processing and analysis as well as extracting dependencies from them in the field of cyber security has some advantages and disadvantages wich are indicated. A common scheme for data analysis is introduced. Main types of penetration of cyberattacks are involved. Cyber attack models abuse detection and anomaly detection are presented too. Тhree types of anomalies the timing, the number, and the pattern(s) are revealed and examples are pointed.

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Publication Details

Journal
Innovative STEM Education
Published
2024-12-20
DOI
https://doi.org/10.55630/stem.2024.0610
Citations
2
Primary Topic
Economic and Technological Systems Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

Data Mining in Cybersecurity

Yordan Shterev
2 citations
Innovative STEM Education
Economic and Technological Systems Analysis
article

Data Mining in Cybersecurity

Yordan Shterev
article en
2 citations

Abstract

The article presents, summarizes and develops technological concepts of cyber security based on machine learning, data processing and analysis. The seven steps of cyber attacks, use of key techniques of data analysis in cyber defense, application of data processing and analysis in information security and some tools used are presented. Applying data processing and analysis as well as extracting dependencies from them in the field of cyber security has some advantages and disadvantages wich are indicated. A common scheme for data analysis is introduced. Main types of penetration of cyberattacks are involved. Cyber attack models abuse detection and anomaly detection are presented too. Тhree types of anomalies the timing, the number, and the pattern(s) are revealed and examples are pointed.

Innovative STEM EducationVol. 6(1)
Vasil Levski National Military University (BG)
Peace, Justice and strong institutions
Openalex Percentile: Top 60%
Economic and Technological Systems Analysis
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