Inicio  /  Future Internet  /  Vol: 12 Par: 3 (2020)  /  Artículo
ARTÍCULO
TITULO

RDTIDS: Rules and Decision Tree-Based Intrusion Detection System for Internet-of-Things Networks

Mohamed Amine Ferrag    
Leandros Maglaras    
Ahmed Ahmim    
Makhlouf Derdour and Helge Janicke    

Resumen

This paper proposes a novel intrusion detection system (IDS), named RDTIDS, for Internet-of-Things (IoT) networks. The RDTIDS combines different classifier approaches which are based on decision tree and rules-based concepts, namely, REP Tree, JRip algorithm and Forest PA. Specifically, the first and second method take as inputs features of the data set, and classify the network traffic as Attack/Benign. The third classifier uses features of the initial data set in addition to the outputs of the first and the second classifier as inputs. The experimental results obtained by analyzing the proposed IDS using the CICIDS2017 dataset and BoT-IoT dataset, attest their superiority in terms of accuracy, detection rate, false alarm rate and time overhead as compared to state of the art existing schemes.

 Artículos similares

       
 
Wenhua Wan, Yueyi Liu, Hang Zheng, Jianshi Zhao, Fei Zhao and Yajing Lu    
Reservoirs are susceptible to interference from inter-basin water transfer projects intended to relieve serious water shortages. The Central Route of the South-to-North Water Division Project in China has altered the hydrological conditions and water sto... ver más
Revista: Water

 
Kun Meng, Chunyi Cui, Haijiang Li and Hailong Liu    
The traditional way of designing energy pile system is mostly single domain/objective oriented, which lacks of means to coherently consider different while relevant factors across domains. The cost for life cycle design, construction and maintenance, ret... ver más
Revista: Buildings

 
Yusi Liu, Xiang Gao, Disheng Yi, Heping Jiang, Yuxin Zhao, Jun Xu and Jing Zhang    
Massive taxi trajectory data can be easily obtained in the era of big data, which is helpful to reveal the spatiotemporal information of human travel behavior but neglects activity semantics. The activity semantics reflect people?s daily activities and t... ver más

 
Khydija Wakil, Ali Tahir, Muhammad Qadeer ul Hussnain, Abdul Waheed and Raheel Nawaz    
Urban visual pollution is increasingly affecting the built-up areas of the rapidly urbanizing planet. Outdoor advertisements are the key visual pollution objects affecting the visual pollution index and revenue generation potential of a place. Current pr... ver más

 
Zhiwei Wei, Yang Liu, Lu Cheng and Su Ding    
Several algorithms have been developed to simplify buildings based on their local structure in past decades. However, different local structures are defined for certain purposes, and no algorithm can appropriately simplify all buildings. We propose a com... ver más