MACHINE LEARNING BASED SECURITY ANALYSIS: ALARM GENERATION AND THREAT FORECASTING

Fatma BOZYİĞİT; Okan TÜRKSEVER; Ozan TÜRKSEVER; Deniz KILINÇ

Makale detayları

MACHINE LEARNING BASED SECURITY ANALYSIS: ALARM GENERATION AND THREAT FORECASTING

Yazarlar:

Fatma BOZYİĞİT | Okan TÜRKSEVER | Ozan TÜRKSEVER | Deniz KILINÇ

Yayıncı:

Ahmet Ali SÜZEN

Ana Başlıklar:

Uygulamalı fizik

Dergi:

International Journal of Engineering and Innovative Research 2020 Vol.2 Issue 1, pp.47-53

Belge Tipi:

Makale

Yayın Tarihi:

4/2020

Belge Dili:

İngilizce

Document ID (Org No.):

2000460731

Sıklık:

Üç Yıllık

eISSN:

2687-2153

Özet:

 

Log files keep activity records of each process performed have an important place in terms of security. Systems that provide infrastructure for applications such as network security mainly work on log management. Recently, when the security mechanisms of popular applications are examined, it has been observed that they aim to strengthen their infrastructures with machine learning (ML) methods, but in some respects, they have shortcomings. In this study, we aim to develop an alarm and security reporting system using ML methods. Our study differs from the others since it considers five separate feature (IP reputation, web reputation, malware destination access, botnet) and includes them into ML model.

Makale detayları

MACHINE LEARNING BASED SECURITY ANALYSIS: ALARM GENERATION AND THREAT FORECASTING

Yazarlar: Fatma BOZYİĞİT | Okan TÜRKSEVER | Ozan TÜRKSEVER | Deniz KILINÇ

Yayıncı: Ahmet Ali SÜZEN

Ana Başlıklar: Uygulamalı fizik

Dergi: International Journal of Engineering and Innovative Research 2020 Vol.2 Issue 1, pp.47-53

Belge Tipi: Makale

Yayın Tarihi: 4/2020

Belge Dili: İngilizce

Document ID (Org No.): 2000460731

Sıklık: Üç Yıllık

eISSN: 2687-2153

Sayı

Yazarlar:

Fatma BOZYİĞİT | Okan TÜRKSEVER | Ozan TÜRKSEVER | Deniz KILINÇ

Yayıncı:

Ahmet Ali SÜZEN

Ana Başlıklar:

Uygulamalı fizik

Dergi:

International Journal of Engineering and Innovative Research 2020 Vol.2 Issue 1, pp.47-53

Belge Tipi:

Makale

Yayın Tarihi:

4/2020

Belge Dili:

İngilizce

Document ID (Org No.):

2000460731

Sıklık:

Üç Yıllık

eISSN:

2687-2153