Feature-based alert correlation in security systems using self organizing maps

Kumar, M. Jogendra; Siddique, Shoaib; Noor, Humera

doi:10.1117/12.820000

Cited by 4 publications

(2 citation statements)

References 3 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Kumar et al [20] use the SOM for clustering the alerts while selecting extracted features from alerts as inputs. After the features are identified the SOM is trained.…”

Section: B Artificial Neural Network Clustering Algorithmmentioning

confidence: 99%

A taxonomy on intrusion alert aggregation techniques

Ahmed

Siraj

Zainal

et al. 2014

2014 International Symposium on Biometrics and Security Technologies (ISBAST)

View full text Add to dashboard Cite

As security threats advance in a drastic way, most of the organizations apply various intrusion detection systems (IDSs) to optimize detection and to provide comprehensive view of intrusion activities. But IDS produces huge number of duplicated alerts information that overwhelm security operator. Alert aggregation addresses this issue by reducing, fusing and clustering the alerts. Techniques from a different scope of disciplines have been proposed by researchers for different aspects of aggregation. In this paper we present a comprehensive review on proposed alert aggregation techniques. Our main contribution is to classify the literature based on the techniques applied to aggregate the alerts.

show abstract

“…Kumar et al [20] use the SOM for clustering the alerts while selecting extracted features from alerts as inputs. After the features are identified the SOM is trained.…”

Section: B Artificial Neural Network Clustering Algorithmmentioning

confidence: 99%

A taxonomy on intrusion alert aggregation techniques

Ahmed

Siraj

Zainal

et al. 2014

2014 International Symposium on Biometrics and Security Technologies (ISBAST)

View full text Add to dashboard Cite

show abstract

“…However, steganography and cryptography differ in the way they are evaluated: steganography fails when the "enemy" is able to access the content of the cipher message, while cryptography fails when the "enemy" detects that there is a secret message present in the steganographic medium [6].…”

Section: Cryptography Versus Steganographymentioning

confidence: 99%