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In recent years, there\u2019s an increasing focus on the rapid development of more complicated networks, namely multilayer networks. Communities in a single-layer network are groups of nodes that are more strongly connected among themselves than the others, while in multilayer networks, a group of well-connected nodes are shared in multiple layers. Most traditional algorithms can rarely perform well on a multilayer network without modifications. Thus, in this paper, we offer overall comparisons of existing works and analyze several representative algorithms, providing a comprehensive understanding of community detection methods in multilayer networks. The comparison results indicate that the promoting of algorithm efficiency and the extending for general multilayer networks are also expected in the forthcoming studies.<\/jats:p>","DOI":"10.1007\/s10618-020-00716-6","type":"journal-article","created":{"date-parts":[[2020,10,13]],"date-time":"2020-10-13T20:03:01Z","timestamp":1602619381000},"page":"1-45","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":151,"title":["A survey of community detection methods in multilayer networks"],"prefix":"10.1007","volume":"35","author":[{"given":"Xinyu","family":"Huang","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7863-1230","authenticated-orcid":false,"given":"Dongming","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Tao","family":"Ren","sequence":"additional","affiliation":[]},{"given":"Dongqi","family":"Wang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,10,13]]},"reference":[{"issue":"24","key":"716_CR1","doi-asserted-by":"crossref","first-page":"4159","DOI":"10.1093\/bioinformatics\/bty504","volume":"34","author":"I Ahmed","year":"2018","unstructured":"Ahmed I, Witbooi P, Christoffels A (2018) Prediction of human-bacillus anthracis protein-protein interactions using multi-layer neural network. 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