方法对比

	多层社区检测	多层社会网络分析
领域	网络分析	网络分析
方法族	Machine learning	Machine learning
起源年份	2010–2014	2014
提出者	Mucha, P. J. et al.; Kivela, M. et al.	Kivela, M.; Boccaletti, S. et al.
类型	Community detection algorithm for multilayer networks	Structural network analysis framework
开创性文献	Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271.	Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271.
别名	multilayer clustering, multiplex community detection, cross-layer community detection, MCD	MSNA, multiplex network analysis, multilayer network analysis, interconnected network analysis
相关	5	6
摘要	Multilayer community detection identifies groups of nodes that are densely connected across multiple types of relationships simultaneously. By coupling layers of a network — such as friendship, advice, and collaboration ties — it finds communities that are coherent not just within one relation type but across all of them, revealing structure that single-layer analysis would miss.	Multilayer social network analysis extends classical single-layer network methods to settings where actors are connected through multiple, distinct types of ties — such as friendship, professional collaboration, and online interaction — simultaneously. By modeling each type of relationship as a separate layer and explicitly representing connections across layers, it captures structural complexity that a single aggregated network would hide.