Temporal Link Prediction: A Survey
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DOI: 10.1007/s00354-019-00065-z
Abstract: The evolutionary behavior of temporal networks has gained the attention of researchers with its ubiquitous applications in a variety of real-world scenarios. Learning evolutionary behavior of networks is directly related to link prediction problem, as… read more here.
Keywords: temporal link; prediction survey; link; link prediction ... See more keywords
Exploiting reciprocity toward link prediction
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DOI: 10.1007/s10115-017-1066-9
Abstract: This paper addresses link prediction problem in directed networks by exploiting reciprocative nature of human relationships. It first proposes a null model to present evidence that reciprocal links influence the process of “triad formation”. Motivated… read more here.
Keywords: reciprocity toward; exploiting reciprocity; prediction; link prediction ... See more keywords
Betweenness centrality-based community adaptive network representation for link prediction
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DOI: 10.1007/s10489-021-02633-7
Abstract: Link prediction is a fundamental problem in biological network analysis, personalized recommendation, network evolution modeling, etc. It aims at discovering links in the network that are unknown, missing, or will be formed in the future.… read more here.
Keywords: representation; community; network; link prediction ... See more keywords
HM-EIICT: Fairness-aware link prediction in complex networks using community information
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Combinatorial Optimization"
DOI: 10.1007/s10878-021-00788-0
Abstract: The evolution of online social networks is highly dependent on the recommended links. Most of the existing works focus on predicting intra-community links efficiently. However, it is equally important to predict inter-community links with high… read more here.
Keywords: community links; community; community information; link prediction ... See more keywords
DeepEC: Adversarial attacks against graph structure prediction models
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DOI: 10.1016/j.neucom.2020.07.126
Abstract: Abstract Inspired by the practical importance of graph structured data, link prediction, one of the most frequently applied tasks on graph data, has garnered considerable attention in recent years, and they have been widely applied… read more here.
Keywords: attack; adversarial attacks; structure; link prediction ... See more keywords
Hierarchical-aware relation rotational knowledge graph embedding for link prediction
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DOI: 10.1016/j.neucom.2021.05.093
Abstract: Abstract Knowledge graph embedding, as the upstream task of link prediction which aims to predict new links between entities under the premise of known relations, its reliability greatly affects the performance of link prediction. However,… read more here.
Keywords: link prediction; graph; knowledge graph;
An intermediary probability model for link prediction
Sign Up to like & getrecommendations! Published in 2018 at "Physica A: Statistical Mechanics and its Applications"
DOI: 10.1016/j.physa.2018.08.068
Abstract: Abstract Among the numerous link prediction algorithms in complex networks, similarity-based algorithms play an important role due to promising accuracy and low computational complexity. Apart from the classical CN-based indexes, several interdisciplinary methods provide new… read more here.
Keywords: probability model; link; intermediary probability; link prediction ... See more keywords
Who will trade bauxite with whom? Finding potential links through link prediction
Sign Up to like & getrecommendations! Published in 2019 at "Resources Policy"
DOI: 10.1016/j.resourpol.2019.101417
Abstract: Abstract In order to find potential links in bauxite international trade and help bauxite trading countries find new partners as well as diversify trading partners. A link prediction approach was used to find potential bauxite… read more here.
Keywords: trade bauxite; potential links; bauxite; link prediction ... See more keywords
Do you need cobalt ore? Estimating potential trade relations through link prediction
Sign Up to like & getrecommendations! Published in 2020 at "Resources Policy"
DOI: 10.1016/j.resourpol.2020.101632
Abstract: Abstract Cobalt is an important metal resource in supporting the development of strategic emerging industries. Recently, it has been widely used in the field of new energy. Cobalt ore and its concentrates are the main… read more here.
Keywords: cobalt; trade relations; link prediction; trade ... See more keywords
A Scalable Similarity-Popularity Link Prediction Method
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DOI: 10.1038/s41598-020-62636-1
Abstract: Link prediction is the task of computing the likelihood that a link exists between two given nodes in a network. With countless applications in different areas of science and engineering, link prediction has received the… read more here.
Keywords: topology; similarity popularity; prediction; link prediction ... See more keywords
An information theoretic approach to link prediction in multiplex networks
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DOI: 10.1038/s41598-021-92427-1
Abstract: The entities of real-world networks are connected via different types of connections (i.e., layers). The task of link prediction in multiplex networks is about finding missing connections based on both intra-layer and inter-layer correlations. Our… read more here.
Keywords: multiplex networks; layer; link; prediction multiplex ... See more keywords