Community Detection in Multiplex Networks
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Abstract (arXiv)
A multiplex network models different modes of interaction among same-type entities. In this article we provide a taxonomy of community detection algorithms in multiplex networks. We characterize the different algorithms based on various properties and we discuss the type of communities detected by each method. We then provide an extensive experimental evaluation of the reviewed methods to answer three main questions: to what extent the evaluated methods are able to detect ground-truth communities, to what extent different methods produce similar community structures and to what extent the evaluated methods are scalable. One goal of this survey is to help scholars and practitioners to choose the right methods for the data and the task at hand, while also emphasizing when such choice is problematic.
Key facts. Cited by 22 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 Oct 2019.
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Citing papers per year: 2021: 3; 2022: 6; 2023: 4; 2024: 4; 2025: 3; 2026: 2.
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- 2024Detection and Characterization of Coordinated Online Behavior: A Surveycited by 6
- 2022Community detection in multiplex networks based on orthogonal nonnegative matrix tri-factorizationcited by 2
- 2026STAR-Teaming: A Strategy-Response Multiplex Network Approach to Automated LLM Red Teamingcited by 2
- 2025Multilayer Artificial Benchmark for Community Detection (mABCD)cited by 1
- 2021SINGA-Easy: An Easy-to-Use Framework for MultiModal Analysiscited by 0
- 2021VisualTextRank: Unsupervised Graph-based Content Extraction for Automating Ad Text to Image Searchcited by 0
- 2021Text is NOT Enough: Integrating Visual Impressions into Open-domain Dialogue Generationcited by 0
- 2022Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectorscited by 0
- 2022Reinforced MOOCs Concept Recommendation in Heterogeneous Information Networkscited by 0
- 2022Explanation-Guided Fairness Testing through Genetic Algorithmcited by 0
- 2022Using Graph Neural Networks for Program Terminationcited by 0
- 2022Cognitive modelling with multilayer networks: Insights, advancements and future challengescited by 0
10 more
- 2023Laplacian-based Semi-Supervised Learning in Multilayer Hypergraphs by Coordinate Descentcited by 0
- 2023Tribe or Not? Critical Inspection of Group Differences Using TribalGramcited by 0
- 2023A network community detection method with integration of data from multiple layers and node attributescited by 0
- 2023Learning the Right Layers: a Data-Driven Layer-Aggregation Strategy for Semi-Supervised Learning on Multilayer Graphscited by 0
- 2024Community Detection for Heterogeneous Multiple Social Networkscited by 0
- 2024Discriminative community detection for multiplex networkscited by 0
- 2024A Spectral Framework for Tracking Communities in Evolving Networkscited by 0
- 2025Multi-View Spectral Clustering for Graphs with Multiple View Structurescited by 0
- 2025Multimodal Coordinated Online Behavior: Trade-offs and Strategiescited by 0
- 2026Degree-Corrected Joint Matrix Factorization for Multilayer Community Detectioncited by 0
- 2026Degree-Corrected Joint Matrix Factorization for Multilayer Community Detection1 Oct 2026
- 2026STAR-Teaming: A Strategy-Response Multiplex Network Approach to Automated LLM Red Teaming21 Apr 2026
- 2025Multimodal Coordinated Online Behavior: Trade-offs and Strategies16 Jul 2025
- 2025Multilayer Artificial Benchmark for Community Detection (mABCD)14 Jul 2025
- 2025Multi-View Spectral Clustering for Graphs with Multiple View Structures20 Jan 2025
- 2024A Spectral Framework for Tracking Communities in Evolving Networks10 Dec 2024
- 2024Discriminative community detection for multiplex networks30 Sep 2024
- 2024Detection and Characterization of Coordinated Online Behavior: A Survey2 Aug 2024
- 2024Community Detection for Heterogeneous Multiple Social Networks7 May 2024
- 2023Learning the Right Layers: a Data-Driven Layer-Aggregation Strategy for Semi-Supervised Learning on Multilayer Graphs31 May 2023
- 2023A network community detection method with integration of data from multiple layers and node attributes22 May 2023
- 2023Tribe or Not? Critical Inspection of Group Differences Using TribalGram16 Mar 2023
10 more
- 2023Laplacian-based Semi-Supervised Learning in Multilayer Hypergraphs by Coordinate Descent28 Jan 2023
- 2022Cognitive modelling with multilayer networks: Insights, advancements and future challenges2 Oct 2022
- 2022Using Graph Neural Networks for Program Termination28 Jul 2022
- 2022Explanation-Guided Fairness Testing through Genetic Algorithm16 May 2022
- 2022Community detection in multiplex networks based on orthogonal nonnegative matrix tri-factorization2 May 2022
- 2022Reinforced MOOCs Concept Recommendation in Heterogeneous Information Networks8 Mar 2022
- 2022Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectors6 Feb 2022
- 2021Text is NOT Enough: Integrating Visual Impressions into Open-domain Dialogue Generation13 Sep 2021
- 2021VisualTextRank: Unsupervised Graph-based Content Extraction for Automating Ad Text to Image Search5 Aug 2021
- 2021SINGA-Easy: An Easy-to-Use Framework for MultiModal Analysis3 Aug 2021
- 2024Detection and Characterization of Coordinated Online Behavior: A Surveycited by 6
- 2022Community detection in multiplex networks based on orthogonal nonnegative matrix tri-factorizationcited by 2
- 2025Multilayer Artificial Benchmark for Community Detection (mABCD)cited by 1
- 2021SINGA-Easy: An Easy-to-Use Framework for MultiModal Analysiscited by 0
- 2021VisualTextRank: Unsupervised Graph-based Content Extraction for Automating Ad Text to Image Searchcited by 0
- 2021Text is NOT Enough: Integrating Visual Impressions into Open-domain Dialogue Generationcited by 0
- 2022Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectorscited by 0
- 2022Reinforced MOOCs Concept Recommendation in Heterogeneous Information Networkscited by 0
- 2022Explanation-Guided Fairness Testing through Genetic Algorithmcited by 0
- 2022Using Graph Neural Networks for Program Terminationcited by 0
- 2022Cognitive modelling with multilayer networks: Insights, advancements and future challengescited by 0
- 2023Laplacian-based Semi-Supervised Learning in Multilayer Hypergraphs by Coordinate Descentcited by 0
12 most cited of 21 All 21 (JSON)
- 2026Degree-Corrected Joint Matrix Factorization for Multilayer Community Detection1 Oct 2026
- 2025Multimodal Coordinated Online Behavior: Trade-offs and Strategies16 Jul 2025
- 2025Multilayer Artificial Benchmark for Community Detection (mABCD)14 Jul 2025
- 2025Multi-View Spectral Clustering for Graphs with Multiple View Structures20 Jan 2025
- 2024A Spectral Framework for Tracking Communities in Evolving Networks10 Dec 2024
- 2024Discriminative community detection for multiplex networks30 Sep 2024
- 2024Detection and Characterization of Coordinated Online Behavior: A Survey2 Aug 2024
- 2024Community Detection for Heterogeneous Multiple Social Networks7 May 2024
- 2023Learning the Right Layers: a Data-Driven Layer-Aggregation Strategy for Semi-Supervised Learning on Multilayer Graphs31 May 2023
- 2023A network community detection method with integration of data from multiple layers and node attributes22 May 2023
- 2023Tribe or Not? Critical Inspection of Group Differences Using TribalGram16 Mar 2023
- 2023Laplacian-based Semi-Supervised Learning in Multilayer Hypergraphs by Coordinate Descent28 Jan 2023
12 newest of 21 All 21 (JSON)