Inicio  /  Applied Sciences  /  Vol: 11 Par: 24 (2021)  /  Artículo
ARTÍCULO
TITULO

A Hybrid Online Classifier System for Internet Traffic Based on Statistical Machine Learning Approach and Flow Port Number

Hamza Awad Hamza Ibrahim    
Omer Radhi A. L. Zuobi    
Awad M. Abaker and Musab B. Alzghoul    

Resumen

Internet traffic classification is a beneficial technique in the direction of intrusion detection and network monitoring. After several years of searching, there are still many open problems in Internet traffic classification. The hybrid classifier combines more than one classification method to identify Internet traffic. Using only one method to classify Internet traffic poses many risks. In addition, an online classifier is very important in order to manage threats on traffic such as denial of service, flooding attack and other similar threats. Therefore, this paper provides some information to differentiate between real and live internet traffic. In addition, this paper proposes a hybrid online classifier (HOC) system. HOC is based on two common classification methods, port-base and ML-base. HOC is able to perform an online classification since it can identify live Internet traffic at the same time as it is generated. HOC was used to classify three common Internet application classes, namely web, WhatsApp and Twitter. HOC produces more than 90% accuracy, which is higher than any individual classifiers.

 Artículos similares

       
 
Hongxin Zhu, Yimin Zhu, Xiaoyi Zhang, Jian Chen, Mingyu Luo and Weiguang Huang    
Performing online damage evaluation of blades subjected to complex cyclic loads based on the operating state of a gas turbine enables real-time reflection of a blade?s damage condition. This, in turn, facilitates the achievement of predictive maintenance... ver más
Revista: Aerospace

 
Muhammad Waqas, Usa Wannasingha Humphries, Angkool Wangwongchai, Porntip Dechpichai and Shakeel Ahmad    
Rainfall forecasting is one of the most challenging factors of weather forecasting all over the planet. Due to climate change, Thailand has experienced extreme weather events, including prolonged lacks of and heavy rainfall. Accurate rainfall forecasting... ver más
Revista: Water

 
Mary Kehinde Salawu,Ganiyat Temitope Azeez,Boniswa T Madikizela     Pág. 73 - 86
The study assessed the relevance of the skills required of undergraduate students towards online learning as well as evaluated the skills possessed by them for online learning. The study employed a descriptive survey research design. The population of th... ver más
Revista: Invotec

 
Jian Wu, Yan Chen, Tiantian Gai, Yujia Liu, Yan Li and Mingshuo Cao    
The Suez Canal blockage (SCB) event, one of the world?s major transportation arteries, has attracted significant public attention. This article proposes a new leader?follower public-opinion evolution model on the SCB under online social media, which cons... ver más

 
Laxman Bhukya, Narender Reddy Kedika and Surender Reddy Salkuti    
In the recent past, the solar photovoltaic (PV) system has emerged as the most promising source of alternative energy. This solar PV system suffers from an unavoidable phenomenon due to the fluctuating environmental conditions. It has nonlinearity in I-V... ver más
Revista: Algorithms