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Link Prediction in Directed Networks Utilizing the Role of Reciprocal Links

open access: yesIEEE Access, 2020
Link prediction in directed networks has always been a hot topic in many fields including network science, information system and data mining. Intuitively, once links are endowed with certain orientations, their reciprocate nature can potentially provide
Jinsong Li   +5 more
doaj   +1 more source

Knowledge Graph Embedding for Link Prediction [PDF]

open access: yesACM Transactions on Knowledge Discovery from Data, 2020
Knowledge Graphs (KGs) have found many applications in industrial and in academic settings, which in turn, have motivated considerable research efforts towards large-scale information extraction from a variety of sources. Despite such efforts, it is well
Andrea Rossi   +4 more
semanticscholar   +1 more source

Evaluating link prediction methods [PDF]

open access: yesKnowledge and Information Systems, 2014
Link prediction is a popular research area with important applications in a variety of disciplines, including biology, social science, security, and medicine. The fundamental requirement of link prediction is the accurate and effective prediction of new links in networks.
Yang, Yang   +2 more
openaire   +2 more sources

Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs [PDF]

open access: yesWeb Search and Data Mining, 2022
Link prediction on dynamic graphs is an important task in graph mining. Existing approaches based on dynamic graph neural networks (DGNNs) typically require a significant amount of historical data (interactions over time), which is not always available ...
Linhao Luo, Reza Haffari, Shirui Pan
semanticscholar   +1 more source

Link prediction method based on complex network dynamics model

open access: yes网络与信息安全学报, 2019
Link prediction is an important part of the study of missing links and future formations in complex networks.Currently,network structure-based link prediction methods are rich in results.Research on link prediction based on complex network dynamics model
Yonghao PAN, Hongtao YU, Yiteng WU
doaj   +3 more sources

A Systematic Analysis of Link Prediction in Complex Network

open access: yesIEEE Access, 2021
Link mining is an important task in the field of data mining and has numerous applications in informal community. Suppose a real-world complex network, the responsibility of this function is to anticipate those links which are not occurred yet in the ...
Haji Gul   +3 more
doaj   +1 more source

Similarity Index based Link Prediction Algorithms in Social Networks: A Survey

open access: yesJournal of Telecommunications and Information Technology, 2016
Social networking sites have gained much popularity in the recent years. With millions of people connected virtually generate loads of data to be analyzed to infer meaningful associations among links.
Pulipati Srilatha, Ramakrishnan Manjula
doaj   +1 more source

Is Megamerger Better?–Based on the Link Prediction Perspective

open access: yesIEEE Access, 2022
Link prediction provides insight into the evolutionary mechanisms of complex networks by predicting missing edges. Existing research has proposed many similarity algorithms based on local information, and some link prediction algorithms typically perform
Yang Wang, Jifa Wang
doaj   +1 more source

Causal lifting and link prediction

open access: yesProceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2023
Existing causal models for link prediction assume an underlying set of inherent node factors—an innate characteristic defined at the node’s birth—that governs the causal evolution of links in the graph. In some causal tasks, however, link formation is path-dependent : the outcome of link ...
Leonardo Cotta   +3 more
openaire   +2 more sources

Link Prediction on Complex Networks: An Experimental Survey

open access: yesData Science and Engineering, 2022
Complex networks have been used widely to model a large number of relationships. The outbreak of COVID-19 has had a huge impact on various complex networks in the real world, for example global trade networks, air transport networks, and even social ...
Haixia Wu   +3 more
semanticscholar   +1 more source

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