On Fundamentals of Link Prediction

被引:0
|
作者
Bi, Yilin [1 ]
Jiao, Xinshan [1 ]
Wan, Shuyan [1 ]
Zhou, Tao [1 ]
机构
[1] School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu,611731, China
关键词
Prediction models;
D O I
10.12178/1001-0548.2024205
中图分类号
学科分类号
摘要
Link prediction is one of the most productive branches in network science, aiming to estimate the likelihoods of unobserved links based on known network topology. This paper critically examines four fundamental issues in link prediction, say network selection, link sampling, model training and algorithm evaluation. It reviews the current research progresses and highlights some significant yet unresolved issues that urgently require scientific answers. © 2024 University of Electronic Science and Technology of China. All rights reserved.
引用
收藏
页码:792 / 800
相关论文
共 50 条
  • [41] Link Prediction in Evolutionary Graphs
    Adrian, Kemo
    Chocron, Paula
    Confalonieri, Roberto
    Ferrer, Xavier
    Giraldez-Cru, Jeslis
    ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2016, 288 : 187 - 196
  • [42] An Axiomatic Approach to Link Prediction
    Cohen, Sara
    Zohar, Aviv
    PROCEEDINGS OF THE TWENTY-NINTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2015, : 58 - 64
  • [43] Link prediction with hyperbolic geometry
    Kitsak, Maksim
    Voitalov, Ivan
    Krioukov, Dmitri
    PHYSICAL REVIEW RESEARCH, 2020, 2 (04):
  • [44] Link Prediction on Tweets' Content
    Martincic-Ipsic, Sanda
    Mocibob, Edvin
    Mestrovic, Ana
    INFORMATION AND SOFTWARE TECHNOLOGIES, ICIST 2016, 2016, 639 : 559 - 567
  • [45] THE SECURE LINK PREDICTION PROBLEM
    Sardar, Laltu
    Ruj, Sushmita
    ADVANCES IN MATHEMATICS OF COMMUNICATIONS, 2019, 13 (04) : 733 - 757
  • [46] LINK PREDICTION IN MULTIPLEX NETWORKS
    Pujari, Manisha
    Kanawati, Rushed
    NETWORKS AND HETEROGENEOUS MEDIA, 2015, 10 (01) : 17 - 35
  • [47] An Ensemble Approach to Link Prediction
    Duan, Liang
    Ma, Shuai
    Aggarwal, Charu
    Ma, Tiejun
    Huai, Jinpeng
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2017, 29 (11) : 2402 - 2416
  • [48] Feature based Link Prediction
    Aouay, Saoussen
    Jamoussi, Salma
    Gargouri, Faiez
    2014 IEEE/ACS 11TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2014, : 523 - 527
  • [49] A link prediction approach to cancer drug sensitivity prediction
    Turki, Turki
    Wei, Zhi
    BMC SYSTEMS BIOLOGY, 2017, 11 : 13 - 26
  • [50] Adversarial link deception against the link prediction in complex networks
    Jiang, Zhongyuan
    Tang, Xiaoke
    Zeng, Yong
    Li, Jinku
    Ma, Jianfeng
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2021, 577