International Journal of Information and Communication Technology Research
مجله بین المللی ارتباطات و فناوری اطلاعات
International Journal of Information and Communication Technology Research
Engineering & Technology
http://ijict.itrc.ac.ir
1
admin
2251-6107
2783-4425
doi
1652
25391
en
jalali
1401
6
1
gregorian
2022
9
1
14
3
online
1
fulltext
other
DSMN: A New Approach for Link Prediction in Multilplex Networks
شبکه و امنیت
Network
پژوهشي
Research
<span style="font-size:9pt"><span style="font-family:"Times New Roman",serif"><span style="font-weight:bold">In a multiplex network, there exists different types of relationships between the same set of nodes such as people which have different accounts in online social networks. Previous researches have proved that in a multiplex network the structural features of different layers are interrelated. Therefore, effective use of information from other layers can improve link prediction accuracy in a specific layer. In this paper, we propose a new inter-layer similarity metric DSMN, for predicting missing links in multiplex networks. We then combine this metric with a strong intra-layer similarity metric to enhance the performance of link prediction. The efficiency of our proposed method has been evaluated on both real-world and synthetic networks and the experimental results indicate the outperformance of the proposed method in terms of prediction accuracy in comparison with similar methods.</span></span></span>
Link prediction, Multilayer networks, Inter-layer similarity metric, structural information
19
26
http://ijict.itrc.ac.ir/browse.php?a_code=A-10-3655-1&slc_lang=other&sid=1
Samira Rafiee
Samira Rafiee
samira.rafiee@eng.uok.ac.ir
10031947532846001977
10031947532846001977
No
Department of Computer Engineering University of Kurdistan Sanandaj, Iran
Alireza
Abdollahpouri
abdollahpouri@uok.ac.ir
10031947532846001978
10031947532846001978
Yes
Department of Computer Engineering University of Kurdistan Sanandaj, Iran