DeepAI AI Chat

Detecting network anomalies using machine learning and SNMP-MIB dataset with IP group

05/14/2019

∙

by Abdelrahman Manna, et al.

∙

∙

SNMP-MIB is a widely used approach that uses machine learning to classify data and obtain results, but using SNMP-MIB huge dataset is not efficient and it is also time and resources consuming. In this paper, a REP Tree, J48(Decision Tree) and Random Forest classifiers were used to train a model that can detect the anomalies and predict the network attacks that my affect the Internet Protocol(IP) group. This trained model can be used in the devices that are used to detect the anomalies such as intrusion detection systems.

Abdelrahman Manna
1 publication
Mouhammd Alkasassbeh
14 publications

∙ 09/04/2018

Exploiting SNMP-MIB Data to Detect Network Anomalies using Machine Learning Techniques

The exponential increase in the number of malicious threats on computer ...

0 Ghazi Al-Naymat, et al. ∙

∙ 03/13/2022

Measuring anomalies in cigarette sales by using official data from Spanish provinces: Are there only the anomalies detected by the Empty Pack Surveys (EPS) used by Transnationa

There is literature that questions the veracity of the studies commissio...

0 Pedro Cadahía, et al. ∙

∙ 12/10/2022

Performance Evaluation of Apache Spark MLlib Algorithms on an Intrusion Detection Dataset

The increase in the use of the Internet and web services and the advent ...

0 Ramin Atefinia, et al. ∙

∙ 02/12/2023

On the Existence of Anomalies

The Independence Postulate (IP) is a finitary Church-Turing Thesis, sayi...

0 Samuel Epstein, et al. ∙

∙ 04/23/2018

Data-Driven Investigative Journalism For Connectas Dataset

The following paper explores the possibility of using Machine Learning a...

0 Aniket Jain, et al. ∙

∙ 03/09/2023

On the Existence of Anomalies, The Reals Case

The Independence Postulate (IP) is a finitary Church-Turing Thesis, sayi...

0 Samuel Epstein, et al. ∙

∙ 11/07/2021

Machine Learning-Assisted E-jet Printing of Organic Flexible Biosensors

Electrohydrodynamic-jet (e-jet) printing technique enables the high-reso...

15 Mehran Abbasi Shirsavar, et al. ∙