Hello Dear Nour Moustafa

If you know the number of features

Give a weight to each feature

Do you mean Multi-sensor data fusion?

Hi There,

Just a question first. Are you trying to implement an anomaly detection module using machine learning techniques? If that is the case, you might want to start by some statistical analysis first for feature selection, maybe PCA. Also, it would be nice to know if the features you are taking using different sources can be related (or tracked down) to the same events in the network and if this relationship is easily established. A little bit more of detail will help people to give you a more complete answer :)

Hi Nour,

I did a survey paper on this.

I believe Tim Bass has the best research on this topic.  It's mostly multisensor data fusion as mentioned by Ahmad.  But also things like feature selection with "feature templates" and offline data mining operations to give feedback and learning capabilities to the "real-time system".  Tim's research is incredible, and I haven't seen anything close to it being implemented in the public domain.  Has anyone?  I believe SIEMs are still quite a bit away from this.

Intrusion Detection Systems and multi sensor data fusion:

http://dl.acm.org/citation.cfm?id=332079

http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.47.3851&rep=rep1&type=pdf

Regards,

Rich

http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.47.3851&rep=rep1&type=pdf

http://dl.acm.org/citation.cfm?id=332079

 If required you can refer my research papers from the below links

https://www.researchgate.net/publication/294137644_Hybrid_Intrusion_Detection_Algorithm_for_Private_Cloud

https://www.researchgate.net/publication/284724977_Intelligent_Intrusion_Detection_System_for_Private_Cloud_Environment

https://www.researchgate.net/publication/277949603_Hybrid_Intrusion_Detection_System_for_Private_Cloud_A_Systematic_Approach

Thanks and Regards

Praveen

Article Hybrid Intrusion Detection Algorithm for Private Cloud

Conference Paper Intelligent Intrusion Detection System for Private Cloud Environment

Article Hybrid Intrusion Detection System for Private Cloud: A Syste...