Link Prediction in Social Networks: the State-of-the-Art
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Abstract (arXiv)
In social networks, link prediction predicts missing links in current networks and new or dissolution links in future networks, is important for mining and analyzing the evolution of social networks. In the past decade, many works have been done about the link prediction in social networks. The goal of this paper is to comprehensively review, analyze and discuss the state-of-the-art of the link prediction in social networks. A systematical category for link prediction techniques and problems is presented. Then link prediction techniques and problems are analyzed and discussed. Typical applications of link prediction are also addressed. Achievements and roadmaps of some active research groups are introduced. Finally, some future challenges of the link prediction in social networks are discussed.
Key facts. Cited by 22 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Nov 2014.
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Citing papers per year: 2021: 4; 2022: 6; 2023: 2; 2024: 2; 2025: 7; 2026: 1.
22 papers.
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- 2022DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detectioncited by 63
- 2022Sampling Enclosing Subgraphs for Link Predictioncited by 9
- 2022A Survey on Hyperlink Predictioncited by 9
- 2025A Survey of Link Prediction in Temporal Networkscited by 6
- 2024Accurate Link Prediction for Edge-Incomplete Graphs via PU Learningcited by 5
- 2022The maximum capability of a topological feature in link predictioncited by 3
- 2021A Preference Random Walk Algorithm for Link Prediction through Mutual Influence Nodes in Complex Networkscited by 2
- 2021Forecasting Financial Market Structure from Network Features using Machine Learningcited by 2
- 2024BERT4FCA: A Method for Bipartite Link Prediction using Formal Concept Analysis and BERTcited by 2
- 2025Critical Nodes Identification in Complex Networks: A Surveycited by 2
- 2021Higher-Order Relations Skew Link Prediction in Graphscited by 1
- 2022Network-based link prediction of scientific concepts -- a Science4Cast competition entrycited by 1
10 more
- 2023NODDLE: Node2vec based deep learning model for link predictioncited by 1
- 2021Love tHy Neighbour: Remeasuring Local Structural Node Similarity in Hypergraph-Derived Networkscited by 0
- 2022Completing Networks by Learning Local Connection Patternscited by 0
- 2023Improving Link Prediction in Social Networks Using Local and Global Features: A Clustering-based Approachcited by 0
- 2025Evaluating link prediction: New perspectives and recommendationscited by 0
- 2025BicliqueEncoder: An Efficient Method for Link Prediction in Bipartite Networks using Formal Concept Analysis and Transformer Encodercited by 0
- 2025When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Predictioncited by 0
- 2025Meta-learning optimizes predictions of missing links in real-world networkscited by 0
- 2025HyperSearch: Prediction of New Hyperedges through Unconstrained yet Efficient Searchcited by 0
- 2026GravityGraphSAGE: Link Prediction in Directed Attributed Graphscited by 0
- 2026GravityGraphSAGE: Link Prediction in Directed Attributed Graphs10 May 2026
- 2025HyperSearch: Prediction of New Hyperedges through Unconstrained yet Efficient Search20 Oct 2025
- 2025Meta-learning optimizes predictions of missing links in real-world networks12 Aug 2025
- 2025When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction18 Jul 2025
- 2025Critical Nodes Identification in Complex Networks: A Survey8 Jul 2025
- 2025BicliqueEncoder: An Efficient Method for Link Prediction in Bipartite Networks using Formal Concept Analysis and Transformer Encoder6 Mar 2025
- 2025A Survey of Link Prediction in Temporal Networks28 Feb 2025
- 2025Evaluating link prediction: New perspectives and recommendations18 Feb 2025
- 2024Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning20 May 2024
- 2024BERT4FCA: A Method for Bipartite Link Prediction using Formal Concept Analysis and BERT13 Feb 2024
- 2023NODDLE: Node2vec based deep learning model for link prediction25 May 2023
- 2023Improving Link Prediction in Social Networks Using Local and Global Features: A Clustering-based Approach17 May 2023
10 more
- 2022A Survey on Hyperlink Prediction6 Jul 2022
- 2022DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detection30 Jun 2022
- 2022The maximum capability of a topological feature in link prediction30 Jun 2022
- 2022Sampling Enclosing Subgraphs for Link Prediction23 Jun 2022
- 2022Completing Networks by Learning Local Connection Patterns25 Apr 2022
- 2022Network-based link prediction of scientific concepts -- a Science4Cast competition entry18 Jan 2022
- 2021Higher-Order Relations Skew Link Prediction in Graphs30 Oct 2021
- 2021Love tHy Neighbour: Remeasuring Local Structural Node Similarity in Hypergraph-Derived Networks30 Oct 2021
- 2021Forecasting Financial Market Structure from Network Features using Machine Learning22 Oct 2021
- 2021A Preference Random Walk Algorithm for Link Prediction through Mutual Influence Nodes in Complex Networks20 May 2021
- 2022DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detectioncited by 63
- 2022Sampling Enclosing Subgraphs for Link Predictioncited by 9
- 2022A Survey on Hyperlink Predictioncited by 9
- 2025A Survey of Link Prediction in Temporal Networkscited by 6
- 2024Accurate Link Prediction for Edge-Incomplete Graphs via PU Learningcited by 5
- 2022The maximum capability of a topological feature in link predictioncited by 3
- 2021A Preference Random Walk Algorithm for Link Prediction through Mutual Influence Nodes in Complex Networkscited by 2
- 2021Forecasting Financial Market Structure from Network Features using Machine Learningcited by 2
- 2024BERT4FCA: A Method for Bipartite Link Prediction using Formal Concept Analysis and BERTcited by 2
- 2025Critical Nodes Identification in Complex Networks: A Surveycited by 2
- 2021Higher-Order Relations Skew Link Prediction in Graphscited by 1
- 2022Network-based link prediction of scientific concepts -- a Science4Cast competition entrycited by 1
12 most cited of 22 All 22 (JSON)
- 2026GravityGraphSAGE: Link Prediction in Directed Attributed Graphs10 May 2026
- 2025HyperSearch: Prediction of New Hyperedges through Unconstrained yet Efficient Search20 Oct 2025
- 2025Meta-learning optimizes predictions of missing links in real-world networks12 Aug 2025
- 2025When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction18 Jul 2025
- 2025Critical Nodes Identification in Complex Networks: A Survey8 Jul 2025
- 2025BicliqueEncoder: An Efficient Method for Link Prediction in Bipartite Networks using Formal Concept Analysis and Transformer Encoder6 Mar 2025
- 2025A Survey of Link Prediction in Temporal Networks28 Feb 2025
- 2025Evaluating link prediction: New perspectives and recommendations18 Feb 2025
- 2024Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning20 May 2024
- 2024BERT4FCA: A Method for Bipartite Link Prediction using Formal Concept Analysis and BERT13 Feb 2024
- 2023NODDLE: Node2vec based deep learning model for link prediction25 May 2023
- 2023Improving Link Prediction in Social Networks Using Local and Global Features: A Clustering-based Approach17 May 2023
12 newest of 22 All 22 (JSON)