Finding Missing Links in Complex Networks: A Multiple-Attribute Decision-Making Method

المؤلفون المشاركون

Leng, Mingwei
Bai, Shenshen
Wang, Lu
Chen, Xiaoyun
Li, Longjie

المصدر

Complexity

العدد

المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-16، 16ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2018-09-02

دولة النشر

مصر

عدد الصفحات

16

التخصصات الرئيسية

الفلسفة

الملخص EN

Link prediction, which aims to forecast potential or missing links in a complex network based on currently observed information, has drawn growing attention from researchers.

To date, a host of similarity-based methods have been put forward.

Usually, one method harbors the idea that one similarity measure is applicable to various networks, and thus has performance fluctuation on different networks.

In this paper, we propose a novel method to solve this issue by regarding link prediction as a multiple-attribute decision-making (MADM) problem.

In the proposed method, we consider RA, LP, and CAR indices as the multiattribute for node pairs.

The technique for order performance by similarity to ideal solution (TOPSIS) is adopted to aggregate the multiattribute and rank node pairs.

The proposed method is not limited to only one similarity measure, but takes separate measures into account, since different networks may have different topological structures.

Experimental results on 10 real-world networks manifest that the proposed method is superior in comparison to state-of-the-art methods.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Li, Longjie& Bai, Shenshen& Leng, Mingwei& Wang, Lu& Chen, Xiaoyun. 2018. Finding Missing Links in Complex Networks: A Multiple-Attribute Decision-Making Method. Complexity،Vol. 2018, no. 2018, pp.1-16.
https://search.emarefa.net/detail/BIM-1133685

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Li, Longjie…[et al.]. Finding Missing Links in Complex Networks: A Multiple-Attribute Decision-Making Method. Complexity No. 2018 (2018), pp.1-16.
https://search.emarefa.net/detail/BIM-1133685

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Li, Longjie& Bai, Shenshen& Leng, Mingwei& Wang, Lu& Chen, Xiaoyun. Finding Missing Links in Complex Networks: A Multiple-Attribute Decision-Making Method. Complexity. 2018. Vol. 2018, no. 2018, pp.1-16.
https://search.emarefa.net/detail/BIM-1133685

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1133685